{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyDMD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tutorial 1: Dynamic Mode Decomposition on a toy dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will show the typical use case, applying the dynamic mode decomposition on the snapshots collected during the evolution of a generic system. We present a very simple system since the main purpose of this tutorial is to show the capabilities of the algorithm and the package interface."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all we import the DMD class from the pydmd package, we set matplotlib for the notebook and we import numpy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from pydmd import DMD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create the input data by summing two different functions:<br>\n",
    "$f_1(x,t) = \\text{sech}(x+3)\\exp(i2.3t)$<br>\n",
    "$f_2(x,t) = 2\\text{sech}(x)\\tanh(x)\\exp(i2.8t)$.<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f1(x,t): \n",
    "    return 1./np.cosh(x+3)*np.exp(2.3j*t)\n",
    "\n",
    "def f2(x,t):\n",
    "    return 2./np.cosh(x)*np.tanh(x)*np.exp(2.8j*t)\n",
    "\n",
    "x = np.linspace(-5, 5, 128)\n",
    "t = np.linspace(0, 4*np.pi, 256)\n",
    "\n",
    "xgrid, tgrid = np.meshgrid(x, t)\n",
    "\n",
    "X1 = f1(xgrid, tgrid)\n",
    "X2 = f2(xgrid, tgrid)\n",
    "X = X1 + X2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plots below represent these functions and the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1224x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "titles = ['$f_1(x,t)$', '$f_2(x,t)$', '$f$']\n",
    "data = [X1, X2, X]\n",
    "\n",
    "fig = plt.figure(figsize=(17,6))\n",
    "for n, title, d in zip(range(131,134), titles, data):\n",
    "    plt.subplot(n)\n",
    "    plt.pcolor(xgrid, tgrid, d.real)\n",
    "    plt.title(title)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have the temporal snapshots in the input matrix rows: we can easily create a new DMD instance and exploit it in order to compute the decomposition on the data. Since the snapshots must be arranged by columns, in this case we need to transpose the matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pydmd.dmd.DMD at 0x7fbeae319eb8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmd = DMD(svd_rank=2)\n",
    "dmd.fit(X.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `dmd` object contains the principal information about the decomposition:\n",
    "- the attribute `modes` is a 2D numpy array where the columns are the low-rank structures individuated; \n",
    "- the attribute `dynamics` is a 2D numpy array where the rows refer to the time evolution of each mode;\n",
    "- the attribute `eigs` refers to the eigenvalues of the low dimensional operator;\n",
    "- the attribute `reconstructed_data` refers to the approximated system evolution.\n",
    "\n",
    "Moreover, some helpful methods for the graphical representation are provided."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thanks to the eigenvalues, we can check if the modes are stable or not: if an eigenvalue is on the unit circle, the corresponding mode will be stable; while if an eigenvalue is inside or outside the unit circle, the mode will converge or diverge, respectively. From the following plot, we can note that the two modes are stable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eigenvalue (0.9904953470777573+0.1375462373797005j): distance from unit circle 1.1102230246251565e-16\n",
      "Eigenvalue (0.9935834726096826+0.11310120669950192j): distance from unit circle 5.551115123125783e-16\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf8AAAHkCAYAAAAw4CbmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXlcVdXe/9/rHOAAAioOOKCCJpjgBKhpjt1uVk/aYDZpWdl8q6ebDXbr3ob72O02z2V5G+69aWajmY0mJoUDkKaooIklooiiMh/gnPX7A+HHJCCcffY566z363VecPbae63Ph+9ZfM/ee+21hJQSjUaj0Wg0voPFbAEajUaj0Wjci07+Go1Go9H4GDr5azQajUbjY+jkr9FoNBqNj6GTv0aj0Wg0PoZO/hqNRqPR+BimJn8hxFtCiENCiG0nKRdCiBeFELuFEL8IIRLqlc0VQuw68ZrrPtUajUaj0Xg3Zp/5vwOc20L5ecDgE6+bgNcAhBDhwMPAWGAM8LAQoquhSjUajUajUQRTk7+U8gegsIVdLgT+LWtYD3QRQvQGpgHfSikLpZRHgW9p+UuERqPRaDSaE5h95t8afYF99d7nnth2su0ajUaj0Whawc9sAa0gmtkmW9jetAIhbqLmlgFBQUGJ/fr1a1Du7++PzWajoqKCoKAgiouLm9QREhKC3W4nICCAqqoqKisrG5QHBATg7+9PZWUlNpuNkpISQ+oIDQ2lvLycwMBA7HY7VVVVNcalRAiBzWbDarVSXV2Nv78/paWlba6jltbqEEIQEhJCWVkZwcHBlJeXU11d3WCfwMBAhBA4nU6sVitlZWUNyi0WC506dWpTHbV/j9bqKCsrw+FwNNgnKCiI2umrhRCUl5c3KLdarXXHuqqO0tJSnE5ng32Cg4NxOBxYLBaklFRUVNTFDMDPz4+goKBTrqM+jesoKSmh8dTdfjY/qqqqqKYaf4s/VEOloxKndCKRVFNN7y69KSgqIL8in4iACASCQL9AnNJJtbOaMlGGDRudAjvhhx9lFf8/LkII/K3+VFmqcFQ5qLZUE+AIwM/ih1M6cTgdSCTFsphutm4E+AdwsOggQZagGn0WP/wt/hyvOk6ps5RQayjSKgkTYXUaBQIhBKEhoYb1p1oa94WSkpK6mLW3DrP7U3N1SCmxWq1e3Z/qU9sXiouLCQ0NNaw/derUiaqqKvz8/HA4HNjt9gblbckt7a0jOzv7sJSyR5MKTwFPT/65QP1sHQnkndg+pdH25OYqkFK+AbwBEBsbK7OysozQaSrJyclMmTLFbBmGoKo3I3wV2YsIs4Wx+eBmPtr+EdmF2WQfyWbRBYvobOvMBUsvoE9oH3qH9OaK+Cu4aMhFrMhaQUhACL1DetMntA+dAzt3SIMrfOUV57G/aD8HSg5Q5ahi5tCZvLv5XZZvX86BkgPkFefx/Y3fs+foHh5d+ygx4THEdo9lesx0BoUPotpZjZ/F9f/a9GfRu1DVF4AQ4reO1uHpyX8FcLsQ4n1qBvcdl1IeEEJ8DTxeb5DfOcADZonUaNxJXnEe+SX5jOo9iudSn+OjHR+RfSSbSkclBfcWUGwvxmqxcmHshcR0iyGuRxxB/kHsumNXk7pmxM5wma4DBw7wwQcfdPgfbp/QPvQJ7dNg29yRc5k7suFDPSEBIdx/5v1kH6n5knOw5CDdgrvR6+leRHWJIqZbDLOGzuLqEVfza+Gv9A3rS6BfYIe0aTSqIMxc1U8IsZSaM/juQD41I/j9AaSUr4uaa2wvUzOYrwy4TkqZduLY64G/nKhqoZTy7dbaS0pKkmlpaa62YTpOpxOLxdOHb7QPVb211VdecR6VjkqiukQx++PZfJ/zPVWOKmYNncVrF7zGj7//SLWzmphuMfQK6dXksrQ7mTNnDkuXLmX//v306tXLNB0V1RX8Wvgr2UeyCQ8KZ3LUZC5YcgHf53xPbPdYpg2axhNnP0F+ST6dAzu3+QuBr38WvQ1VfQEIIdKllEkdqsOXlvSNi4uTmZmZZstwOVu3bmXYsGFmyzAEVb0156uwvBCLqLkHefUnV5N+IJ1qZzULzlzA/PHzWbt3LVFdoujfub+pSb45Dh8+zKBBg7BYLFx33XU8++yzZktqQnlVOb/k/0JBWQEXxFzAPd/cw6ubXiW2eyyJvRN5+fyXkVISYA3AarE2Od6XPosqoKov0Mn/lElMTJTp6elmy3A5drsdm81mtgxDUNVbra/fjv3G8+ufJ/m3ZHYX7ubdi97loiEX8enOT0nsneiRib45HnjgAXbs2EFubi579uxh+/btpp79t5XaLwS/5P/CDQk38Hra6zz4/YNMGjCJKVFTuHr41XQL7gao/1lsjvLycvbs2dNk4J7GPVitVgYOHEhQUFCD7Tr5nyLx8fFy27ZmJxP0anbu3MmQIUPMlmEIKnkrshexdu9akvcm4yxwcsWUK+gT2of//PIfpkRNYXSf0fhb/c2WecoUFhYyePBg3njjDR5//HEmTpyIn58fTz/9tNnS2sWB4gOs/a0mTo9MeYTdhbt5+qenuaj7RYyKH8WwiGFYhDqXk1vqY5mZmXTv3p0ePXp43SV0b7/s73Q6KSgo4PDhw8TFxTUoc0Xy996/TDto/BiOKhw8eNBsCYbhzd6c0smG3A089P1DVFRX8O2v3/LixhcJDwrn7IizGdV7FP069+MvE//C+H7jvTLxQ83ZyZtvvklERASVlZU89NBDTJ482WxZ7aZ3aM3TEK9f8Dq9QnoxtMdQLo+7HFEqmLV8FiuzV1JsL+btn9/mUOkhs+V2mJb6mMPh8MrEDzR5NM/bsFgs9OjRw7CrLt4XUY3Gg6l01DxvvmTrEvo804d5K+bhlE7Kq8qZOXQm3179LQ9OepBO/p0IsAaYrNY1dO7cmUsuuaTufffu3Zk+fbqJilxLeFA4Vw67kgGdB5B9RzbTY6ZztOIoq3avIualGM5860zW5KwxW6ZheGPiVwUj//ae/qifRuPxHCw5yMrslazIWkHK7yn8/uffGRc5jh+v/5FB4YPMlqdxMUII+nfuz/JZy7FX20nem0yf0D4cLDnIpLcncUHMBcyIncGE/hMMmW/A17BarQwePLju/SWXXMLjjz/O5Zdfzv33309CQkILRxtP7aRE3ob+SqfRtIN9x/fx1s9vAfCfLf9hdc5qroi/gl/v/JWQgBCiu0brxO8D2PxsTDttGrHdY4noFMGyS5fRJbAL93xzD8+lPoeUktV7VlPlUPOWY2MWLYI+fcBiqfm5aFHH67TZbOzcubPu9fjjjwOwbNky0xO/N+NTyV/FkboAUVFRZkswDE/ztjJ7JVPfncrIRSNZn7ueSkcl9555L0tnLuWqYVfRNahti0t6mi9XERio7iQ6rcVMCMGo3qP42+S/kXZTGveMv4ciexF/S/4bfZ/ty+2rbmdr/lb3iD0FXPVZXLQI7roLDhwAKWt+3nWXa74ANMeYMWNYt24dAM8//zxRUVGMGTOGK664grlz5yKEIC8vj2nTphEfH098fDzffvstAPPnz+eyyy5jzJgxREZGsnDhQgBuu+02/vnPf9a1MX/+fB555BGOHz/OuHHjGDp0KDExMSxZsqSJnlWrVjF16tS693PnzuWll14CICUlhdGjRxMXF8fEiRP57beaCfoWLlzIoEGDiImJ4YILLjDmD3UypJQ+8xo5cqRUkePHj5stwTDM9lZRVSE/3v6xvHHFjdLhdMgvd30pP97+sayoquhQvWb7MoJ169bJM844w2wZhtGRmP1a+Kv8+9q/y4+2fySrHdVy4Q8LZdbhLBeqaz8t+dqyZUub6+ndW8qatN/w1bt3x/RZLBYZGxtb91q8eLGUUsrRo0fLH374Qebk5Mg+ffrI/Px8WVFRIRMTE+U111wjnU6nnD59uvz666+llFJmZ2fL6OhoKaWUd999txw5cqQsKyuTeXl5snPnzrKiokL++OOPMikpqa7tgQMHyuzsbFlZWSkLCwullFLm5eXJfv36SYfDIaWUMigoSEop5RdffCGnTJlSd+w111wjX3zxRVlRUSFHjhwp9+/fL6WUcvHixXLWrFlSSil79Oghy8rKpJRSFhQUNOu/uRgAabKD+dCnbkg1XuxCFfLz8wkLCzNbhiGY6a32me/hEcOZPWw2DqeDc09zzcrRqsas8QI7KtGRmA3sOpCHJj0E1DzyWVBawKS3JzGgywAenfKoyz5X7cFVn8WTPTTQ0Qd2ai/7n4yUlBTOOOMMevbsCcDFF19MdnY2UkpSUlLIzs6u27ekpIRjx44BMG3aNIKCgggKCiI8PJz9+/czfvx4jhw5wt69ezl48CCdO3dm8ODB2O127rrrLlJTU7FYLBw6dIj9+/fTeKG45ti6dSu7du3irLPOAmoe4avVGhsby8UXX8yFF17IVVdd1e6/UXvwqeTv7++dj1K1RmRkpNkSDMOd3o6UHeHtzW+zLHMZP1z7A5MHTObnm3+mf+f+Lm9L1ZipemsNXBezMFsYz537HE+d8xSr96ymW3A3iu3F3PrFrVw/6nqmRk1168ROrvLVq1fNpf7mthuJPMkjfUIIpJSkp6fTqVOnJuX1P6tWq7XuUfAZM2bw3nvvceDAAWbOnAnAG2+8weHDh9m6dSs2m42+ffs2GeTn5+fXYPXA2pUCnU4np512Gps3b26iYc2aNXz11Vd8+umnPPnkk2RnZ7stT/nUPf/mlrhVgQ0bNpgtwTDc5e1fGf9i0IuD2HpoKy+f9zKBfoGc3uN0QxI/qBuz5pYtVQVXx8zP4se006aR1CcJP4sfZ/Y7kzu/vJOhrw5l9Z7VLm2rJVzl6+GHofGQj8DAmu1GMmHCBNavX09BQQFVVVV8+umnQE3SnThxYoN7+Kmpqa3Wd/XVV/Phhx+ycuVK5syZA8Dx48fp0aMHNpuNlStXkpeX1+S4QYMGsXv3bsrLyzly5AgpKSkADB8+nMLCQlavromp3W4nPT0dh8PBr7/+ygUXXMArr7xCUVERx48f7/Dfo6341Jm/RlNLWVUZy7Yt482MN/nk8k+Ydto0LhxyId2Du5stTeODBPkHcevoW7kl6RbW/b6O3iG9ySvO49HkR7lt9G2M6DXCbImtcvPNNT8ffbTmUn+vXjWJv3Z7e7Hb7Q1mIPzDH/7AK6+8Uvc+Ojqau+++m9GjR9OzZ09iY2Pp3LlmaepFixZxww03EBMTg8Ph4IwzzmDcuHEttpeYmEhpaSkREREMGDAAgHnz5nHeeecRHx9PXFwc0dHRTY4bNGgQM2bMYOjQoURFRdXNyhcYGMiyZcu44447KC4uxuFwcNtttxEfH89VV11FcXExUkpuvvlmund33/8fnfw1PscX2V8w99O5nBF5Bg9Neojuwd2bXchFo3E3QggmDZgE1Cz01K9zPy5YegH9O/fnlfNfYWSvkSYrbJmbb+54sm/MyWa427hxY93vN9xwA/Pnz6eqqopp06Yxbdo0AHr37s0XX3zR5Nhnnnmmwftduxoud11/nEBtPc1dtgcaXP5/7bXXmt1n3LhxNLeirJlrzfjUZX+N7/LTvp+YsXQGOwp2kNQniU03bmLlVSs5f/D5OvFrPJLwoHAemvQQOf+bw73j76VHcA+2F2znH+v+wfEK910e9gbuu+8+hgwZQkxMDAMGDGD27NlmS/J49Jm/AnjDqm/tpaPedhfuZt6Kefx+/HfuHX8vUV2iCPIPav1Ag1E5ZqpiVsz8LH5cNOQiACqPVrLj8A4GvjiQGxNuZMGEBXQJ7NKh+lX4LC5qZjIBvRJhy/hU8g8NDTVbgiF48yIqrdEebw6ng492fMTArgMZHD6YmxJu4vL4yz1qqlVVY1Z7r1VFPCFm0V2j+ffF/2bvsb28sP4FLMLCjoIdBPoFEt216X3otuAJvozAatVX9FrCpy77l5eXmy3BELZs2WK2BMM4FW9VjioWZyzm9FdO5/n1z1PlqKJzYGdmD5/tUYkf1I2Zqk/UgGfFLKpLFM+d+xxhtjA25W0i6c0k5nw8h22HTn3Jck/y5Ur0mX/L+FTyV3Xq0cZrPatEW7yVV5Wz68guJJLkvcm8Of1Nfrz+R8b1a3lUr5moGrPg4GCzJRiGp8bsmhHXsOfOPcT3jGfeink4nA7Kqtq+0Iyn+uooejXClvGpv47dbjdbgiE0HpmqEi15q3ZW86+MfxHzcgxv/fwWAdYA/nvJf5kcNdnj72OqGjNVr66BZ8esc2BnFkxYwPp567FarFz6waXMWj6LrMNZrR7ryb46wskm/9HU4FPJv3YGJ9U4dOiQ2RIMoyVvly2/jH//8m8+uPQD/nH2P9yoquOoGjNV+xh4R8xqv/R+eNmHJPZOZMLbE3h83eMtHuPJvrKyshos5ws1i+083MrMQevWrWPevHlAzYI733333Sm1O3nyZA4fPtzm/V966SXmzp17Sm2YjWfdCNVoWiF5bzKvp73Ofy7+D29Mf4NuQd08/ixfo3E3wf7BLJiwgJsSb2J/0X6qHFU89dNT3Jp0a5tXnjwZV350Je9ve7/ufc7/5pCam8pVH/3/uemf/uPTzB8/H/Ho/++bU6Om8v3c7znr3bNYs3dN3Xb5sOvP0CdOnMj48eMBWL16NSEhIZx99tltPn7t2rVNtjmdTqSUygwk1Mlf4xVkHspk/jfz2VW4i79P/TtWi1XPxqfRtEJ4UDjhQeEcrzjO3mN7iXk5hnvG3cMdY+8g2P/Ux2fEvRpH5m2ZLJ25tMH2qC5RXBl/ZZP9m0vs38/9/pTbPRljxowhKSmJlJQUioqKWLRoEdOmTWPVqlU89dRTvP7667z77rtYLBaWLVvGCy+8UDcBENRM2ztv3jx++eUXAB588EHmzp1L3759SUtLo6ioiPPOO48zzzyTtLQ0PvvsM7Zu3cpf//pXHA4H4eHhTaYMzsvL47rrrmP//v0APPfcc/zxj390mWdX4VOX/TXeR6WjktLKUo5WHGV6zHR2/GkHVw27CovQH12Npq10DuzMG9PfYN1160g7kMbG/RupclThcJ7aiPjtBdtdquuZn55pfadWqK6u5pdffuGpp57i0UcfbVAWGxvL3LlzufXWW9m5c2eDxA/wwAMP0LlzZ7Kzs8nOzub8889vUv/evXu57rrr2LFjByEhIfzpT3/i448/Jisri88++6zJ/rfccgvz589n27ZtfPLJJ9zs6ikPXYRPnfmruuLYwIEDzZbgciqqK3jqx6fYtGsTQacFMXHARCb0n2C2LJehYsxA3SdqQI2YDek+hOWzlgM1i1m9lvYaT4992jQ993x7D/PHzz9p+clu6dXfPmvWLKBmCt35809eV3OsXbuWZcuW1b3v0aNHk3169+5dtxzv2rVrGTt2bN1aA7VL89bnZMsId+nSscmYXI1PJX9V7tU0RrXJi0oqSxi1aBTDeg7jifOfYGj/oWZLcjmqxawWVfsYqBez60ddT4A1gAfWPUD8b/G8fsHrrU513SO4aXI0koiIiCYr3RUWFjZYWKf2C6fVaj3lZ/ullK2OGar/+Gpb9m9pGWFPwqeunVZXV5stwRAKCwvNluASco7msGTrEkICQvjk8k/4+PKPsVWpebVGlZg1RtU+BurFTAjB1SOuZvEfFzMlagpWi5VN+ze1eCvg0L3ufTKgc+fO9OzZkxUrVtS0f+gQa9asqTsTbwuhoaEUFRU1WzZ16lSeffbZuvcFBQUt1jVlyhTWr1/Pzp076/Q0pj3LCJuBTyV/f39/syUYQkREhNkSOkR5VTmPJj/K6DdHk1dcs052fM94wPu9nQxVfanax0DdmA3oO4DZw2cjpeShNQ8xZvEY1ueub3bf+V+f2mX11lgyc0mr+/z73/9m4cKFDBkyhEmTJrFgwQKGDm371cCZM2fyxRdfMGTIEL7++usGZY8//jjHjh1j8ODBxMbG8uWXX7ZYV58+fXj55Ze5+OKLiY2N5eKLL26yz6JFi0hPTycmJoZBgwbx8ssvt1mrOxG+NBFCbGyszMpqfdILbyM5OZkpU6aYLaPd/GX1X8g+ks2z056lf+f+Dcq83dvJUNFXSkoKt956K1u3bjVbiiGoGDNo6EtKyZKtS7jvu/tYeNZCEiwJDB8+vG7f+o/uAay7dh0AE9+ZWLft7jPu5plpz9DzqZ4UlNWcSQ/tMZTM2zKbfUwwqkuUIb4cDocSt6F++eWXBjEAEEKkSymTOlKvT93z13gOB0sOcueXd/LY1Md4bOpjHjf3vkbjiwghmD18NtNjp+NwOvg9+3eqHdVYLVaEECd9Jr+57c3dIlg6c2mTxwQ15uBTl/015iOlZOnWpYx4fQSnhZ9GdJdonfg1Gg8jzBZWNxlQlbMKu8OOUzpNVqVxJfq/rsatFFcWs/jnxay8ciWj+442W45Go2kBIQSBfoE1XwCq7QT6BeoZNRXBp878Vf3Q+vl59nc4KSXvb3ufSz+4lNCAUFZfs7rNid/TvbUXVX2p2sdA3Zi15ktKSYA1gEC/mkfqKh2V+iqAm3A6jfs7q/lpPgkhISFmSzCECRM8d/Kb/JJ8bv3iVrKOZPHOhe+ccnLwZG8dQVVfYWFhZkswDFVj1pIvq9VKQUEBPXr0wGKx1K2UV1FdQYAloG4sgCfi7YP9nE4nBQUFhvnwqeRfVtb2Na69iYyMDBISEsyW0YDafxI//PYDsd1iWTJzSd2Zw6ngid5cgaq+SkpKzJZgGKrGrCVfAwcOZM+ePeTn5zfYLqXEKZ1YhMVjk39bJuTxdKxWq2EzS/pU8q8/U5NKjBw50mwJDSiyF3HLyls4f/D5zBk+h1lxs9pdl6d5cxWq+lL16hqoG7OWfAUFBREXF9dsWaWjEn+LP8u3LyfIL4jpsdONktgunE4nFotP3dk+JXzqL1NeXm62BEPIzMw0W0Id6XnpJL6RSGhAKDNPn9nh+jzJmytR1ZeqV9dA3Zi111eANQAhBJFhkdz+5e38+as/U+modLG69qNqvFyFTyV/VacePXLkiNkS6nhx44v839T/Y9H0RQT5B3W4Pk/y5kpU9VVVVWW2BMNQNWYd9TW+33h+vvln9hzbw5+/+rOLVHUcVePlKnzqsr/GGArLC7n767tZeNZC3r3oXbPlaDQaNxMeFM6nl39KcWUxh0oPse63dcwc2vErfxrj8Kkzf43rSd2XSsKiBLoGdqV7cHez5Wg0GpMQQhBmC+Nw2WHu/+5+bv78Zsqr1LzVqgI6+WvaTbG9mGs+vYaXznuJ5859DpufmivwaTSatjO0x1Aybs6gqLKIKe9O0XMCeCg+ddm/dt1n1Rg8eLBb2yssL2RxxmLuHX8v22/bjr/VuJXc3O3NXajqKyio4+M8PBVVY2aErzBbGEsuWUL2kWwswsKm/ZvcPqOnqvFyFT515u/tz3yeDJvNfWfcOwp2MHbxWA6WHMQpnYYmfnCvN3eiqi9V+xioGzOjfAkhiO0ey9Hyo1z+4eXc/+39OJwOQ9pqDlXj5Sp8KvkbOVWimbhrYpWsw1lMfmcyf5nwF56d9ixWi/EzaKk6aYyqvlTtY6BuzIz21TWoKxtv3MjGvI3MeH8GJZXu+TuqGi9X4VOX/b19useTER4ebmj9Ukr2HtvL4G6DSb42maE9hhraXn2M9mYWqvpSdf57UDdm7vDVPbg738z5htfTXifQLxCH02H4yYOq8XIVPnXmr+oEJBkZGYbVXV5VzpxP5nDTypsQCLcmfjDWm5mo6kvlsy1VY+YuX/5Wf+4YewcOp4OkN5P49tdvDW1P1Xi5Cp9K/ppTY3/Rfia9MwkpJSuuWKH0/VyNRuMebH42Xjj3Ba759BqeX/983TogGvdiavIXQpwrhMgSQuwWQixopvw5IcTmE69sIcSxemWOemUr3KvcNyivLueKuCt475L3XDJbn0aj0QBMGjCJ1HmpLN++nN+P/262HJ/EtOQvhLACrwDnAUOBK4UQDa4pSyn/LKUcKaUcCbwEfFyvuLy2TEo5w23CfYDlmcu5+fObOS38NOaPn6/P+DUajcuJ6hJFynUp9O/cn2dTn+Vo+VGzJfkUZp75jwF2Syn3SCkrgfeBC1vY/0pgaUcaVHWFJ1c+0vLKxle46+u7uHX0rS6rsyOo+riOqr5U7WOgbszM9CWEQCLJLcpl4tsTyS3KdVndqsbLVZg5NLcvsK/e+1xgbHM7CiEGANHA9/U2Bwoh0oBq4Akp5acnOfYm4CaAPn36kJyc3KC8V69eREdHk52dTVxcHD/88EOTOsaNG0dOTg6RkZHk5+ezb9++BuV9+/YlMjKSnJwcYmJiSElJaVLHhAkTyM7OJjo6mtzcXPbv39+gvF+/fkRERJCbm0t0dDSpqalN6pg0aRKZmZnExMSQk5PDwYMH68qSk5OJiooiPDyc/Px8IiMj2bBhQ+O/BZMnT2bLli3ExcWRnZ3NoUOH6sqLK4tJyU3hm5nfEFgaSElJCWlpaQ3q8PPzY8KECWRkZDBy5EgyMzObLKAxePBgbDYbJSUlhIeHNxl4Y7PZGDduHOnp6SQmJrJlyxaOHm34rT82Nhar1Urfvn05evQoW7ZsaVAeFBTE2LFj6+rIyMigqKiowT5Dhw7F4XDgdDqx2Wxs27atQXlISAhJSUl1daSlpTUZsBYfH4/dbsdisWC1Wtm+fXuD8rCwMBISEurq2LBhQ5PVI0eMGEFxcTGBgYE4HA6ysrIA6j6LXbt2ZcSIEXV1pKamYrfbG9SRkJBAYWEhISEh2O12du3a1aC8W7duxMXFsXnzZhISEkhJSWmykFVSUhL5+fmEh4dTXFzMnj17GpT37NmTmJgYMjMzGTFiBGvXrm1yP3bs2LHk5uYSERFBYWEhe/furSvbunUrfn5+2O12r+9PQJP+ZLfbG/z/aK0/AQwcOJDQ0FAKCwuJiIgwvT9VVFQQGhrapD9t2LDB1P40wzaDsQPG8uqKV7ltxm3k78o/5f5US21/CggIAPDa/gRty0/tRkppyguYBSyu9/5q4KWT7Ht/4zKgz4mfA4G9wKDW2jz99NOliqSlpXXo+CpHldxycIt0Op3yeMVxF6lyDR315qmo6GvdunVyxIgRZsswDBVjJqVn+Vq9Z7WsdlQ3uB8vAAAgAElEQVTLiqqKDtflSb5cDZAmO5iDzbxGlwv0q/c+Esg7yb5X0OiSv5Qy78TPPUAyMKq1BoODg9uj0+NJTExs97HlVeVc+sGlPJL8SN3CHJ5ER7x5Mqr6CgkJMVuCYagaM0/ydVb0WTikg4Q3Eli1a1WH6vIkX56Imcl/EzBYCBEthAigJsE3GbUvhIgFugKp9bZ1FULYTvzeHTgT2N742MY0vnykCo0v4bWVo+VHOee/59ApoBPvX/q+i1W5hvZ683RU9VVaWmq2BMNQNWae5ivAGsBbM97i+s+u553N77S7Hk/z5WmYlvyllNXA7cDXwA7gAyllphDiMSFE/dH7VwLvn7jUUcvpQJoQYguwhpp7/q0m/8b3bFSh8f29tlJkL+Ls6LP5z8X/IcAa4GJVrqG93jwdVX2p2sdA3Zh5oq+xkWNJvjaZ59c/z5GyI60f0Aye6MuTMHUuTinlKmBVo21/a/T+kWaO+wkYZqg4hdl1ZBdP/fQUiy5YxMNTHjZbjkaj0TRhSPchZNxcM7jx/W3vc3nc5fqxYxei7nM5mmbJOpzF1HenMrrPaN2RNBqNR2MRFsqqyngm9Rnu/PJOPRugC9HJ34coKC3grH+fxf+d9X/cmHij2XI0Go2mVUICQvj26m/ZlLeJP636E06p7sqR7sSnkn9gYKDZEgwhNja21X3s1Xa6B3fni6u+4NqR1xovykW0xZs3oqqvoCB1p4FWNWbe4KtLYBe+ufobBnQe0OZjvMGXmfhU8lf1MndrSxVvO7SN0185ncNlhxnZa6SbVLkGVZdhVtWXqn0M1I2Zt/gKs4Vx/4T72Xl4J3d/fXerVwC8xZdZ+FTydzrVvFxUUVFx0rIdBTs45z/nsPCshfTo1MONqlxDS968GVV9qdrHQN2YeZuv/p37s3H/Rm5deWuLXwC8zZe78ankr+o3wdDQ0Ga3Sym58fMbefKPT3LlsCvdrMo1nMybt6OqL1X7GKgbM2/zFRIQwpezv2Troa38ZfVfTrqft/lyNz6V/MvKysyWYAjNTWbx27HfsDvsfHfNd8wZPscEVa5B1Yk6VPWlJ/nxPrzRV6gtlC9nf8mc4XNwSmezTwF4oy934lPJ31fYd3wfk96ZxPc53xPop+YgR41G49t0DuxMfM94nkh5goe+f8hsOV6HTv6KUVheyLnvncsdY+7g/MHnmy1Ho9FoDOXGhBv5cMeHvLThJbOleBU6+SvGpzs/5dxB53LP+HvMlqLRaDSG06NTD76e8zX//PGf/LTvJ7PleA2mTu/rbiwWNb/rBAUFUe2sZvPBzVw/6nqlZsFS9blxVX2p2sdA3Zip4CuqSxTrb1hPn9A+VDoqCbAGKOHLSNTtqc3QqVMnsyUYwpgxY7j585t5bO1jgFrPWo8dO9ZsCYagqi+VR1irGjNVfEWGRVJRXcGw14aRcSBDGV9G4VPJX9XR/m+teouth7ayZOYSs6W4nPT0dLMlGIKqvkpKSsyWYBiqxkwlX8H+wfzjD//ggiUXkPxTstlyPBqfuuwfHBxstgSXU2Qv4uPjH/PFVV8QEhBithyXk5iYaLYEQ1DVV0iIep/BWlSNmWq+Ljn9EgpKC1iweQGp41KVuhLqSvSZvxeTvDcZP4sffx/yd6+cva8tZGRkmC3BEFT1pfKZv6oxU9HXzUk389zw53BKJ6WV6s490RF8Kvk7HA6zJbiMH3//kcuWX8Zvx36jqKjIbDmGoao3VX2p1Mcao2rMVPVlL7PzzuZ3mPnBTBxOdT+X7cWnkr8q/H78d2Ytn8W7F73L6T1ON1uORqPReCRzR86l2lnN/d/db7YUj0Mnfy9k9Z7V3D3ubs4bfJ7ZUjQajcZj8bP4sezSZXy681N++O0Hs+V4FD414M/bkVKScSCD60ZdZ7YUjUaj8Qq6BXcjdV4q3YO7U+2sxs+i0x742Jm/t0/68Pi6x7njyzuaLGM5dOhQkxQZj6reVPWl4hM1tagaM1/w1aNTD46UH2HYa8PYX7TfRFWeg08lf2+e+e6znZ/xWtprfHjZh1hEw7CpPMhKVW+q+vLmPtYaqsbMV3x1D+7ONcOv4aJlF1FeVW6SKs/Bp5K/tyKl5MWNL/Lx5R/TJ7RPk3Kn09nMUWqgqjdVfamMqjHzJV8LJixgcPhg7vlGr33iUzc/vHGyh8LyQvwt/nx39Xcn1W+z2dysyn2o6k1VX97Yx9qKqjHzJV9CCP41418cLjuMlFLpz2tr+NSZf3m5d13qcTgdXLb8MhalL2rxQ7pt2zY3qnIvqnpT1ZdqE2nVR9WY+ZqvIP8g+nXuxw0rbuCr3V+5WZXn4FPJ39tYuG4hDungz2f82WwpGo1GoxRzR87lus+uI684z2wppqCTv4eSW5TLG+lv8N4l72G1WM2Wo9FoNEoxacAkbk26ldkfz/bJGQB96p6/t+BwOogMi2THn3YQalN3iVSNRqMxkwcnPsjwiOFNnqDyBXzKsdXq+WfQTunkomUX8fXur9uc+FVeSU1Vb6r68oY+1l5UjZkv+7JarFw05CI+3vExyXuTjRflQfhU8veGCUieS32Ow2WHOSv6rDYfk5SUZKAic1HVm6q+VE0koG7MtC8ICQhhzsdzKCgtMFCRZ+FTyd/TRyKn56Xzzx//ydKZS/G3+rf9uPR0A1WZi6reVPWl8pK+qsZM+4Jpp03j6uFXM/fTuU1mUFUVn0r+nn7mf3qP0/niqi+I6hJ1SsclJiYaI8gDUNWbqr5UPvNXNWbaVw2PTX2M08JPo8iu5hLHjfGp5O+pZ/5SSu795l4OlR5idN/Rp3x8WlqaAao8A1W9qepL5TN/VWOmfdXgb/XnxfNepMpRxdb8rQap8hx8Kvl76hzW72x+h2/3fEuvkF7tOl7lf7iqelPVl6f2MVegasy0r4ak5qZy0bKLKK0sdbEiz8Knkr8nkluUy33f3ce7F71LoF+g2XI0Go3Gp5kRO4Mz+53JA6sfMFuKoejkbzIHig/wyORHGNFrhNlSNBqNRgO8cO4LrNq1igPFB8yWYhh6kh8T2XxwMyN7jWzXfX6NRqPRGEPXoK5s/9N2AqwBOKVTyUmA1HPUAkFBQWZLqCO3KJdz/nMO2UeyO1xXfHy8CxR5Jqp6U9WXpz9R0xFUjZn21TwB1gDeTH+Tu766y0WKPAufSv5SSrMlADU6bvr8Jm4fcztxPeM6XJ/dbneBKs9EVW+q+vKUPmYEqsZM+zo5M4fO5KMdH7F271oXKPIsfCr5ewrrfl/HgZIDPDDBNQNKLBZ1w6iqN1V9qYyqMdO+Tk54UDiv/8/rXL/ieuVG//vUPX8hhNkSkFIyacAk1l237pRm8WsJledTV9Wbqr48oY8Zhaox075aZnrsdBzSQYA1wCX1eQpqfuU7CeXl5aa2L6Vk1vJZpO5LJSTAdTOhbd++3WV1eRqqelPVl6dOpOUKVI2Z9tU6Fw25iJ/2/cSPv//osjrNxqeSv9ks376c7CPZJPVRcyENjUajUZVjFceYt2IelY5Ks6W4BJ383URJZQnzv5nPK+e/4rLL/RqNRqNxDzNiZzAofBDPpT5nthSXoJO/m7BX23lo4kNMHDDRbCkajUajOUWEELx47ot8uftLJVb+86kBf2YNbNlzdA8ANyfdbEj9YWFhhtTrCajqTVVfqg4eA3Vjpn21nUHhg1gzdw3VzmosVu8+dzZVvRDiXCFElhBitxBiQTPl1wohCoQQm0+8bqhXNlcIsevEa25b2jNjAhIpJTevvJkVWSsMayMhIcGwus1GVW+q+lJ5SV9VY6Z9nRpCCM577zxW71ltSP3uwrTkL4SwAq8A5wFDgSuFEEOb2XWZlHLkidfiE8eGAw8DY4ExwMNCiK6ttWnGSOSPdnzEwZKD3D7mdsPaSE9PN6xus1HVm6q+VF0hDtSNmfZ16tw+5nbu+PIOrx78Z+aZ/xhgt5Ryj5SyEngfuLCNx04DvpVSFkopjwLfAue2dpC7z/yllPz9h7/zyvmv4Gcx7g5LYmKiYXWbjareVPWl8pm/qjHTvk6dC2MvZECXAby44UXD2jAaM5N/X2Bfvfe5J7Y1ZqYQ4hchxIdCiH6neGwDSkvdO0OTEIKU61KYNGCSoe1s2LDB0PrNRFVvqvoqLi42W4JhqBoz7evUEULw8nkvM77feMPaMBozB/w1NxVY44nBPweWSintQohbgHeBs9p4bE0jQtwE3ATQs2dPkpOTG5T36tWL6OhosrOziYuL44cffmhSx7hx48jJySEyMpL8/Hz27dvXoLxv375ERkaSk5NDTEwMKSkp2Kvt5JXkEd0lGoAJEyaQnZ1NdHQ0ubm57N+/v0Ed/fr1IyIigtzcXKKjo0lNTW2iY9KkSWRmZhITE0NOTg4HDx4Eai61JicnExUVRXh4OPn5+URGRjb58AshmDx5Mlu2bCEuLo7s7GwOHTrUYJ+BAwcSGhpKYWEhERERpKWlNSj38/NjwoQJZGRkMHLkSDIzMzly5EiDfQYPHozNZqOkpITw8HAyMjIalNtsNsaNG0d6ejqJiYls2bKFo0ePNtgnNjYWq9XK8ePHOXr0KFu2bGlQHhQUxNixY+vqyMjIoKioqME+Q4cOxeFw4HQ6sdlsbNu2rUF5SEgISUlJdXWkpaU1uWwdHx+P3W7HYrFgtVqbTBwSFhZGQkJCXR0bNmxoMpnUiBEjKC4uJjAwEIfDQVZWVl3MALp27cqIESPq6khNTW0yL3lCQgKFhYWEhIRgt9vZtWtXg/Ju3boRFxfH5s2bSUhIICUlherq6gb7JCUlkZ+fT3h4OMXFxezZs6dBec+ePYmJiSEzM5MRI0awdu3aJnP1jx07ltzcXCIiIigsLGTv3r11ZVu3bqW6uhq73e7y/tQYI/tTLY37U0FBQYP/H97YnyoqKggNDW3Qn0pKStiwYYNX96f61Pan2r+jkf2p6kgVH6R9wBk9z3B5f4K25ad2I6U05QWMA76u9/4B4IEW9rcCx0/8fiWwqF7ZIuDK1tqMiYmR7mL6kunyqR+fcktba9ascUs7ZqCqNxV9rVu3TsbHx5stwzBUjJmU2ldHKLGXyH7P9pM//f6T4W3VB0iTHczBZl723wQMFkJECyECgCuABkPihRC9672dAew48fvXwDlCiK4nBvqdc2KbR/Dj7z+yJX+LoYP8NBqNRmMunQI68ciUR1iweoHXrWhpWvKXUlYDt1OTtHcAH0gpM4UQjwkhZpzY7U4hRKYQYgtwJ3DtiWMLgb9T8wViE/DYiW0eweGywzz9x6cJ9As0W4pGo9FoDOSaEddwpOwIv+T/YraUU0J427eVjjBq1Cj5888/G9rGodJD9Aju4dbVzY4ePUrXrq0+6eiVqOpNRV8pKSncc889rF+/3mwphqBizED7cgXlVeUE+Qe5pS0AIUS6lLJDi8R49xRFp4jD4TC2fqeDs/99Nmv2rjG0ncaoPMJaVW+q+jK6j5mJqjHTvjpOkH8Qr256lWXblrmtzY7iU8nfYjHW7pKtSwgJCGFq1FRD22lMYKC6txdU9aaqL6P7mJmoGjPtyzUM7TGUB1Y/4DUT/6jbU5vByFsc9mo7f0v+G0+c/YRbL/mD2mdbqnpT1ZfKtxFVjZn25RqmRE0htnssb6S/4dZ224tPJf+KigrD6va3+rN4+mLDJ/RpjsbPuaqEqt5U9dX4mWyVUDVm2pfrePysxykoLXB7u+3Bp1b1M4piezGfZ3/OVcOuMluKRqPRaExiVO9RjOo9iuMVx+kc2NlsOS3iU2f+RvH8+udZtWuV2TI0Go1GYzJHyo4Q83IMheUe8/R5s+jk30FKK0t5aeNL/HXSX82WotFoNBqT6Rbcjf8Z/D+8vPFls6W0iE8lfz8/19/l+GTnJ0yOmkxs91iX191WVHxGtxZVvanqy4g+5imoGjPty/Xcf+b9vLzxZUor3buY3KngU5P8JCUlycYLa3QUKSVlVWV0Cujk0no1Gm8jJSWFBQsWNLsQj0bjayzbtozzB59PqC3U5XXrSX5OkbKyMpfWtzxzOZ/s/MT0xJ+enm5q+0aiqjdVfTVexU0lVI2Z9mUMl8dfzs7DO7FX21vf2QR8KvkHBwe7rC6H08FDax4iPCjcZXW2l8TERLMlGIaq3lT1FRISYrYEw1A1ZtqXcTz4/YP895f/mi2jWXwq+ZeWuu7+yyc7PyE8KJzJAya7rM720txa5aqgqjdVfak6VSyoGzPtyzgemPAAT/70JA6n502k5FPJ3+l0uqyujfs38pcJf3H7bH7NYbd75mUlV6CqN1V9ubKPeRqqxkz7Mo4pUVPoGtiVT3d+araUJqg7NNdApJQ8+ccnzZah0Wg0Gg9GCMHSmUvpFdLLbClN8Kkzf1dx0bKL+PmAsUsDazQajcb7ie4azaa8TazP9aylrnXyP0UyDmSw+eBmhkUMM1uKRqPRaLyAnKM5PJz8sNkyGuBTyd8Vo/1f3fQqtyTegp/Fc+6YJCQkmC3BMFT1pqovlUf7qxoz7ct4Lo+/nJ8P/Mzuwt1mS6nDp5K/K5Z47OTfietHXe8CNa6jsNCz55DuCKp6U9VXdXW12RIMQ9WYaV/GE+gXyHUjr2PJ1iVmS6nDc05f3YDF0rHvOlWOKl447wUXqXEdKp9tqepNVV8d7WOejKox077cw8NTHibQL9BsGXWo21OboSNTGUspSXgjgazDnrf2tSc80mIUqnpT1ZfK04WrGjPtyz0E+wfzza/fsDJ7pdlSAB9L/hUVFe0+dnXOaizCQky3GBcqcg27du0yW4JhqOpNVV/l5eVmSzAMVWOmfbkPh9PBY2sfM1sG4GPJvyO8uulVbk261SMm9dFoNBqN93HuaedSUFbApv2bzJaik39bkFIyImIEs4fNNluKRqPRaLwUq8XKLYm38NXur8yW4lsD/trLsYpjPDzFs57R1Gg0Go33cc/4e7BarGbL8K0zfz+/U/+uU+WoIu7VOHKO5higyDV069bNbAmGoao3VX35+/ubLcEwVI2Z9uVerBYrn+38jLd+fstUHT6V/IOCgk75mK92f8XArgOJ7hptgCLXEBcXZ7YEw1DVm6q+XLlstqehasy0L/cTHhTOM6nPmPp0jE8l/7KyslM+5r9b/8vVw682QI3r2Lx5s9kSDENVb6r6KikpMVuCYagaM+3L/ZzZ/0xKK0vZkr/FNA0+lfzbc1byh+g/MCtulgFqXIcnTWPpalT1pqovT5tYxZWoGjPty/1YhIVrR15LWl6aeRpMa9kETvWs5HDZYW5IuIHwoHCDFLmGlJQUsyUYhqreVPVVVFRktgTDUDVm2pc5PDz5YW5IuMG09n0q+Z/q/ZUrPryCz7M+N0iN61B5PnVVvanqS+UZ/lSNmfZlDkII/pnyT9b9ts6U9n0q+Z8KecV5ZBzIYNpp08yWotFoNBoF8bf68/bmt01pWyf/k7B061IuHnKxRy3EoNFoNBp1uCL+Cj7Z+QnlVe6fFlsn/5MwPGI4d4y9w2wZGo1Go1GUPqF9OHvg2Ww7tM3tbfvUDH+dOnVq037HKo4xccBErznrT0pKMluCYajqTVVfKo/2VzVm2pe5LJ+13JR2ferMv6qqqk37Pfnjkx6z8lJbyM/PN1uCYajqTVVfbe1j3oiqMdO+zEVKyZyP53C47LBb2/Wp5N/W6X0/2vERM0+fabAa1xEe7tmPInYEVb2p6qs9U2h7C6rGTPsyFyEEFdUVrMxe6dZ2fSr5OxyOVvfJOpxFaWUpCb09d4KIxhQXF5stwTBU9aaqr7b0MW9F1ZhpX+ZzYeyFrMha4dY2fSr52+32Vvfxs/jx9DlPI4RwgyLXsGfPHrMlGIaq3lT1VVFRYbYEw1A1ZtqX+Zw/+Hx2F+7GKZ1ua1Pda3TtJCIkgivirzBbhkaj0Wh8hG7B3dhyyxa3nnT61Jl/axSUFjDg+QFUOdQdtKTRaDQazyP9QDrPpT7ntvZ08q/Hql2rmBI1BX+rumuSazQajcbzCLOF8XTq02679O9Tyd/fv+WkviJ7BTNiZrhJjevo2bOn2RIMQ1VvqvpqrY95M6rGTPvyDGK6xRAaEErGgQy3tOdTyd9ms7VYntQ7ifMHn+8mNa4jJibGbAmGoao3VX0FBQWZLcEwVI2Z9uU5zIidQeq+VLe05VPJv6WRyNXOah6Y+AA9OvVwoyLXkJmZabYEw1DVm6q+ysrKzJZgGKrGTPvyHP7xh3+4bVp5n0r+LZ2V3PnlnSzOWOxGNa5jxIgRZkswDFW9qeqrrVNoeyOqxkz78hysFitP/fgU+47vM7wtU5O/EOJcIUSWEGK3EGJBM+V3CyG2CyF+EUKsFkIMqFfmEEJsPvFq0+wILU368OXuLxkXOa5dPsxm7dq1ZkswDFW9qerr+PHjZkswDFVjpn15Flvyt/DV7q8Mb8e05C+EsAKvAOcBQ4ErhRBDG+32M5AkpRwOfAg8Wa+sXEo58sSrQ6P09h7bS1lVGUN7NG7eO5BSmi3BMFT1pqovlVE1ZtqXZzE1aipr9q4xvB0zz/zHALullHuklJXA+8CF9XeQUq6RUtbeRFwPRBohpNhezP+O/V+vmtVPo9FoNOoxNXoq635fZ/iXFzNn+OsL1L+xkQuMbWH/ecCX9d4HCiHSgGrgCSnlp+0VMixiGMMihrX3cI1Go9FoXEJ0l2gyb8s0/GTUzOTfnLNmv+oIIeYAScDkepv7SynzhBADge+FEFullL82c+xNwE1Q89xncnJyg/JevXrxv+v/l8eGP8bokaP54YcfmrQ/btw4cnJyiIyMJD8/n337Gg7G6Nu3L5GRkeTk5BATE0NKSkqTOiZMmEB2djbR0dHk5uayf//+BuX9+vUjIiKC3NxcoqOjSU1t+rjHpEmTyMzMJCYmhpycHA4ePAhASUkJycnJREVFER4eTn5+PpGRkWzYsKHx34LJkyezZcsW4uLiyM7O5tChQw32GThwIKGhoRQWFhIREUFaWlqDcj8/PyZMmEBGRgYjR44kMzOTI0eONNhn8ODB2Gw2SkpKCA8PJyOj4XOrNpuNcePGkZ6eTmJiIlu2bOHo0aMN9omNjcVqtVJZWcnRo0fZsmVLg/KgoCDGjh1bV0dGRgZFRUUN9hk6dCgOhwOn04nNZmPbtm0NykNCQkhKSqqrIy0tjZKSkgb7xMfHY7fbsVgsWK1Wtm/f3qA8LCyMhISEujo2bNhAeXl5g31GjBhBcXExgYGBOBwOsrKy6mIG0LVrV0aMGFFXR2pqapN1KBISEigsLCQkJAS73c6uXbsalHfr1o24uDg2b95MQkICKSkpVFdXN9gnKSmJ/Px8wsPDKS4ubjL3ec+ePYmJiSEzM5MRI0awdu3aJmcfY8eOJTc3l4iICAoLC9m7d29d2datW3E6ndjtdrKzs4mLi/PK/lRL4/5UP2bgnf2poqKC0NDQBv2ppKSEDRs2eHV/qk9tf6p98sQb+1NZVRkSyaB+g4iOjm6xP7UXYdZ9ESHEOOARKeW0E+8fAJBS/qPRfmcDLwGTpZSHmlRUs887wEop5YcttZmQkCAbd5y9x/Yy7l/jyLs7z2sv+5eXlyv7fLWq3lT0lZKSwn333cdPP/1kthRDUDFmoH15Im/9/Bbf7vmWpTOXNlsuhEiXUiZ1pA0z7/lvAgYLIaKFEAHAFUCDUftCiFHAImBG/cQvhOgqhLCd+L07cCbQ8CtkM1RVNZ2zf03OGqZETfHaxA+Qm5trtgTDUNWbqr7asnKmt6JqzLQvz2NK1BTW5Kwx9L6/aclfSlkN3A58DewAPpBSZgohHhNC1I7efwoIAZY3eqTvdCBNCLEFWEPNPf9Wk7+fX9O7HMftxzn/NO+b1a8+ERERZkswDFW9qeorICDAbAmGoWrMtC/PI7pLNDY/G1lHslrfuZ2YuqSvlHIVsKrRtr/V+/3skxz3E3DKI/QcDkeTbXedcdepVuNxFBYWEhYWZrYMQ1DVm6q+Gt8XVQlVY6Z9eR5CCL6a/RXRXaINa8OnZvhrfEly77G93L7qdpPUuI76g65UQ1VvqvpqaQptb0fVmGlfnklkWCRpeWmt79hOfCr5NyZ5bzKHyw6bLUOj0Wg0mgYcLjvMpcsvNey+v08n/037NzGm7xizZWg0Go1G04CoLlFUO6vJK84zpH6fTv45x3JI6tOhpyU0Go1Go3E5QgiS+iSRfiDdkPpNHfDnbvz9/Ru8/+KqL0xS4lp69epltgTDUNWbqr5UHu2vasy0L8/lr5P+Su+Q3obU7VNn/jabre73nKM5vLP5Ha9+vr+W6GjjRoSajareVPVVv4+phqox0748l3GR4+gUYMwy2T6V/OuPRE7em8x3Od+ZqMZ1ZGdnmy3BMFT1pqovlUf7qxoz7ctz2Ve0j+GvDTdk0J9PJf/6Uz2mH0gnsXeiiWpcR1xcnNkSDENVb6r6Cg4ONluCYagaM+3Lc+kX1g+HdBgy6M+nkn9xcXHd7yolf1cu9uBpqOpNVV/Hjx83W4JhqBoz7ctzEUKQ2DvRkEF/PjXgrz7LZy2nR3APs2VoNBqNRnNS5o2aR/fg7i6v1yeTf35JPrlFuUSGRZotRaPRaDSakzIrbpYh9frUZf9avtz9JS9tfMlsGRqNRqPRtEhBaQHxr8a7vF6fTP7bDm1jWM9TXhdIo9FoNBq30j24O7lFuRwpO+LSen0q+YeEhACQfSSb2G6xJqtxHePGjTNbgmGo6k1VX6GhoWZLMAxVY6Z9eTZCCGK6xZB9xLWPLraa/IUQ/2zLNm+gdlW/O8bcwfh+401W4zpycnLMlmAYqnpT1VfjlTNVQtWYaV+ez9kDz6ai2rVzaLTlzP+PzWw7z6Uq3ERAQAAOp4PRfUcTERJhthyXERmp7sBFVb2p6kvl6X1VjZn25fk8/ofHmRo91aV1njT5CyFuFUJsBYYIIX6p98oBfnGpCjdRVVXFnqN7GOV0WLUAACAASURBVPn6SLOluJT8/HyzJRiGqt5U9VVVVWW2BMNQNWbal+ez8JW9dO11HIsFoqIAuod3tM6WzvyXANOBz078rH0lSinndLRhM6isrKy5399dnfv9APv27TNbgmGo6k1VXypf9lc1ZtqXZ/Pee/B/9/bjWH5npITffgPoP6Cj9Z70OX8p5XEhRDEwTEr5W0cb8hSyjmQpNdhPo9FoNOry4INQUW5ttFV0eLB+i5P8SCmdQogtQoj+UsrfO9qYJxDdJZoh3YeYLUOj0Wg0mlb53aDM25YZ/noDmUKIjUBp7UYp5QxjJBnLxadfbLYEjUaj0WjaRP/+tZf6XUtbkv+jrm/WHAICApj09iQ+uuwjenRSZ17/vn37mi3BMFT1pqovlUf7qxoz7cuzWbgQbroJysrqb5XOjtbbavKXUq7taCOegp+fH5vyNtEtuJvZUlyKSo+0NEZVb6r6stlsZkswDFVjpn15NrNnw48/wuuLnEinwGoVOByFHZ7ury2T/JwhhNgkhCgRQlQKIRxCiKKONmwG5fZyeof0xtLxsRIehUqTWTRGVW+q+qqocO1EJJ6EqjHTvjyb996Dd98F6bQAAocDILzDZ7BtyYIvA1cCu4Ag4IYT27wOi7+FxD6JZstwOTExMWZLMAxVvanqKygoyGwJhqFqzLQvz+bBBxtf8gdXjPZvUwVSyt2AVUrpkFK+DUzpaMNm4KhwsHzWcrNluJyUlBSzJRiGqt5U9VVU5JUXBduEqjHTvjwbo0b7tyX5lwkhAoDNQognhRB/BjoZI8dYnNLJyuyVZsvQaDQajaZN9O9vTL1tSf5Xn9jvdmoe9esHzDRGjrE4pIOt+VvNlqHRaDQaTZtYuBCCgxtvdc9o/99OnPlHAR8DWVLKyo42bAZO6aRPaB+zZWg0Go1G0yZmz675+eCD8NtvTnpHVnMg9/cOP/nfltH+/wP8CrxIzUC/3UIIr1zVT0pJ79DeZsvQaDQajabNzJ4Ne/fClHf+wH9/SAEOF3a0zrZM8vMMMPXEoD+EEIOAL4AvO9q4u+kS1oWJ/SeaLcPlTJgwwWwJhqGqN1V9hYWFmS3BMFSNmfblPcwdMZeenXq6pK623PM/VJv4T7AHOOSS1t1MWXkZAVb1ZiDLzs42W4JhqOpNVV/l5eVmSzAMVWOmfXkP1468lvie8S6pqy1n/plCiFXAB4AEZgGbhBCXAEgpP3aJEjfwW8lvyk3wAxAdHW22BMNQ1ZuqvgIDA82WYBiqxkz78h7e3fwue47ucUldbcmEgUA+MJma5/sLgHBgOnCBS1S4iTC/MIQQZstwObm5uWZLMAxVvanqy263my3BMFSNmfblPViEhV+P/uqSutoy2v86l7TkAQRbmzwvoQT79+9n8ODBZsswBFW9qeqrstIrHwRqE6rGTPvyHkJtoRRXFrukLvWugbeAivf7NRqNRuMbRHSKoGew+wb8KYNVWM2WoNFoNBpNuxjXbxxvznjTJXW1etlfCGGVUjpc0prJ2B3q3o/UaDQajdocKj3Ea5tec0ldbTnz3y2EeEoIMdQlLZpIJWrej+zXr5/ZEgxDVW+q+rLZbGZLMAxVY6Z9eQ/2ajtvZrjmzL8tyX84kA0sFkKsF0LcJITwypk8nKLD0yF7JBEREWZLMAxVvanqy9/f32wJhqFqzLQv7yEkIISSyhKX1NVq8pdSFksp35RSjgfuAx4GDggh3hVCnOYSFW4i2KLmaH8VH2mpRVVvqvpSebS/qjHTvrwHt472F0JYhRAzhBCfAC9QM93vQOBzYJVLVLiJriFdzZZgCCpOZlGLqt5U9aXyZX9VY6Z9eQ9+Fj/23Om+SX52ARcCT0kpR0kpn5VS5kspPwS+cokKN3G8+LjZEgwhNTXVbAmGoao3VX0VF7vmrMQTUTVm2pd34aoZ/loc7S+EsALvSCkfa65cSnmnS1S4CSml2RI0Go1Go2k381bMc0k9LZ75n3jEb6pLWvIABOpN7avRaDQa3yHQzzXrZ7RlYZ+fhBAvA8uA0tqNUsoMlyjQaDQajUbTJly1OF1bahkPxAGPUTPY7xngaVc0LoQ4VwiRJYTYLYRY0Ey5TQix7ET5BiFEVL2yB05szxJCTGtLe1aLnuFPo9FoNJ5NScnJH+d7aNJDLmlDmHUf/MR4gmzgj0AusAm4Ukq5vd4+twHDpZS3CCGuAC6WUl5+YsKhpcAYoA/wHRDT2kyEw0YOk1s3bzXGkIk4nU4sFjVnalbVm4q+UlJSWLBgASkpKWZLMQQVYwbalydyzjnnUF1dzcMPP8zkyZOblAsh0qWUSR1poy2X/RFC/A81Z/91NxtONgjwFBgD7JZS7jnRxvvUPFWwvd4+FwKPnPj9Q+BlUbMm74XA+1JKO5AjhNh9or4Wh3eWl5dTWlrKgQMHOijds8jKyiI2NtZsGYagqjcVfeXm5nL06FF2795tthRDUDFmoH15Ii+++CKfffYZ11xzDX369OG+++7j4osvBmD0m6Nd0kZb5vZ/HQimZuDfYuBSYKML2u4L7Kv3PhcYe7J9pJTVQojjQLcT29c3OrbvSfTfBNwE0D2iO/Pnz+fzzz+vK/fz88PPz4+qqioCAgIoLy9vUkdgYCDV1dX4+flRXV1NdXV1g/K21BEUFERlZSX+/v4t1lHbTkVFxSnX4e/vj8ViweFwtFpHQEAAlZWVOByOU6pDCEFgYCB2ux2bzXbSOoQQSCmxWCxN1nhvSx0BATUrMDqdTqxWa5M6LBYLNputrg673Y7T6Wy2DiklQogmE9C0tY7a46HpJDZtqcNms+F0Ok9ah9VqJSAgoK6OioqKJk+m1K9DSklVVdUp11H7ObZarTidzpPWUfv5aKkvNFeH3W6nuLiYadOm6f7Uxjrc3Z9OVofuT57Xn6Dm/9+mTZu47LLLOH78OBs3buT6rteTRlqTuk4ZKWWLL+CXRj9DgG9aO64N9c4CFtd7fzXwUqN9MoHIeu9/pSb5vwLMqbf9X8DM1tocGDtQqsiOHTvMlmAYqnpT0de6detkQkKC2TIMQ8WYSal9eSLbt2+Xl19+uezZs6d84oknZHFxcV3ZyNdHSiBNdjAHt+WGSO3XlTIhRB+gCnDF1Em5QP2VFyKBvJPtI4TwAzoDhW08tglWqeaAv4MHD5otwTBU9aaqL5Wn91U1ZtqX5/HEE08watQofv31V+6//35CQkLqysZFjnNJG225579SCNEFeArIACQ1l/87yiZgsBAiGtgPXAFc1WifFcBcau7lXwp8L6WUQogVwBIhxLPUDPgbzP9r78zjo6ru/v8+2UMWSFgSIAhhSYQACUk0YhFBRSkWARfUum+02urT2j5urXV7bG3V2voTtVbcUNyrotUKgizRCCSRAEEJSxDCkkASICHJZJnz+2MmNAlZJsm9c++cOe/Xa16Zuffccz4fvnP4zr333HM8uBWhn/PXaDQajd159dVXO9z37IXP8hy9X9a3y+QvpXzE/fZ9IcQnQJiUstfz5ErXPfxfAp8DgcBLUspCIcTDuC5pLMV1OX+xe0BfBa4fCLjLvYNrcGAj8AvZxUh/gCZnl0U0Go1Go7Ett396uyH1eDra/0xgRHN59yCJ13rbuJTyU9osDiSl/EOL93W4xga0d+yjwKPdag89va9Go9FofJflu5YbUo8no/0XA6OAjUDzqbMEep38vY0zwNl1IR9kxIgRVkswDVW9qeorLMyYqUftiKox0758i9rGk58a6AmenPlnAuOk9P1VcYKDg62WYAqxsbFWSzANVb2p6isoyKOLiT6JqjHTvnyL6vqOZ//rDp6M9t8CxBvSmsWECjXXGi8tLbVagmmo6k1VXyqP9lc1ZtqXb1H6W2N8efIzfQCwVQixHjgxM4SU8iJDFHiRIw1HrJZgCgkJCVZLMA1VvanqKzRUzR/YoG7MtC/foaGpgTc2v2FIXZ6c+T8IzAX+yH8X9nnSkNa9TFCjmpck161bZ7UE01DVm6q+qqqqrJZgGqrGTPvyHY46jvKbZb8xpC5PHvVbbUhLNkCP9tdoNBqNr1LlqCIqJIoKKnpdV4fJXwiRLaWcIoSoglZZUwBSShnd69a9jJ7kR6PRaDS+SlV9FVGhUYbU1eFlfynlFPffKClldItXlC8mfoCQwBCrJWg0Go1G0yNO6XsKz/z4GUPq8uQ5//ael6iSUja0s93WNDobuy7kgzSvbqUiqnpT1ZfKqBoz7ct3CA0MZWLcREPqEl09vi+E2I1rEZ1KXJf8+wEHgDLgFillniFKvEDYKWGybs/Jy3JqNJrek52dzT333EN2drbVUjQaJXlv63ss2byED674IE9KmdmbujwZ7f8fYJaUcoCUsj/wY+Ad4Dbg2d407m36Bva1WoIpFBQUWC3BNFT1pqqv48ePWy3BNFSNmfblOxxzHCM61Ji77p4k/0wp5efNH6SUy4CpUspvAJ96qPdw/WElL/2npKRYLcE0VPWmqq8+ffpYLcE0VI2Z9uU7HKw+SHykMXPueZL8K4QQdwshhrtfdwGVQohAwKcmyx8dPZoA4Yll36KoqMhqCaahqjdVfdXWGjPvuB1RNWbal+8wdsBYpo2YZkhdnmTCnwIJwIfAR8Ap7m2BwHxDVHgJ2SQ5Wtfr1YhtR1lZmdUSTENVb6r6amjwuXHAHqNqzLQv32He2HnMHD3TkLq6TP5SysNSytullJOklGlSyl9KKQ9JKeullDsMUeEl6p31ZO/Rg5E0Go1G43tc+f6VbCnbYkhdnjzqNxC4C0gBTqzXKaU8xxAFXkQgOFB9wGoZGo1Go9F0m5y9OfQJNmZcjSeX/d8AvgcSgYeA3cAGQ1r3MkII9lftt1qGRqPRaDTdQkrJgeoDDI4cbEh9niT//lLKRUCDlHK1lPJG4AxDWvcywSHBTB8x3WoZhjNy5EirJZiGqt5U9RUWFtZ1IR9F1ZhpX75BVX0Vyf2TCQ8ON6Q+T5a5ax7Bc0AIcSGwH9cAQJ+jT0gfpg6farUMw4mKMmauZzuiqjdVfQUGBlotwTRUjZn25RtEh0az6dZNhtXnyZn//wkh+gK/AX4LvAj82jAFXqTWUcuZL51ptQzDqajo/QpPdkVVb6r6amxUbx6NZlSNmfblG2wp28LL375sWH2ejPb/REp5VEq5RUo5XUqZIaVcapgCLxIcHMyeo3uslmE4cXFxVkswDVW9qeorODjYagmmoWrMtC/fIG9/Hit3rzSsvi6TvxAiUQjxVyHEv4QQS5tfhinwIvV19ZTXlONodFgtxVByc3OtlmAaqnpT1Vd1dbXVEkxD1ZhpX77BnqN7GBY9zLD6PLnn/yGwCPgYH5vRrz3mp8ynsq7SsCkSNRqNRqMxm6KKIs5NPNew+jxJ/nVSyqcNa9FiXpv3mtUSNBqNRqPpFk9d8BShgcYtp+PJgL+/CyEeEEJMFkKkN78MU+BllmxewuubXrdahkaj0Wg0HiGlZP2+9USERBhWpyfJfwJwC/AY8KT79YRhCryIEILq+mpW7V5ltRRDCQry5AKOb6KqN1V9CSGslmAaqsZM+7I/h2oOcc0H1xi6MJ0n/zrzgJFSynrDWrWIyMhIkvonsXjTYqulGMqUKVOslmAaqnpT1Vd0tDFrjdsRVWOmfdmfovIikvonGVqnJz8jCoB+hrZqETU1NST1T1Juit/8/HyrJZiGqt5U9aXyaH9VY6Z92R8zkr8nZ/5xwPdCiA3AiWfkpJQXGarEC/Tp04fBkYPZcbtPLUbYJWlpaVZLMA1VvanqKzIy0moJpqFqzLQv+zM5YTIpA1MMrdOTM/8HcF36/yP/vef/pKEqvERtbS1CCN4ufJviymKr5RhGYWGh1RJMQ1VvqvqqqamxWoJpqBoz7cv+JEQncPrQ0w2ts8szfynlakNbtJDmqUc/2vYRjc5GEmMSLVZkDOXl5VZLMA1Vvanqq6GhoetCPoqqMdO+7M8Zi87gzUveZGLcRMPq7DD5CyGqANneLkBKKX12ZE9SbBLbDm+zWoZGo9FoNJ3S6GxkV+UuRseONrTeDi/7SymjpJTR7byifDnxA6TGp7KxdKPVMjQajUaj6ZTvDn3HKX1PoU9wH0PrVedByG5w3sjzSI1LtVqGRqPRaDRdclvmbYbX6VfJPywsDHCti7y9fDtH647SN6yvxap6z5gxY6yWYBqqelPVV3h4uNUSTEPVmGlf9mZC3AQmxE0wvF7jpgvyAVrOPnbfyvtY88MaC9UYR2iocfM92w1VvanqS+UZ/lSNmfZlb+a9PY/NpZsNr9evkr/T+d9FCTMGZ5B3IM9CNcah8sQqqnpT1VfLPqYaqsZM+7Ivjc5Glu9czvB+ww2v26+Sf2Bg4In3KiX/2NhYqyWYhqreVPWl0nzqbVE1ZtqXffnu0HcMjR5KdKjxY+z9Kvm3nIBk6vCp3DzpZgvVGIdK01i2RVVvqvpS4WyrI1SNmfZlXw7XHObCMReaUre6P9O7YGDEQM4fdT6ORgehQWrcG9JoNBqNOkxPnM70xOmm1O1XZ/5tufidi1m2c5nVMjQajUajOYm7lt/FnqN7TKnbr5P/pPhJytz312g0Go06NDobeXbDs/QLM2dRXb9K/gEBre1mDc0ipyTHIjXGocojLe2hqjdVfbXtYyqhasy0L3uyqXQTp/Q9xZTBfuBn9/wjIiJafT5r+Fnk7s+1SI1xTJ482WoJpqGqN1V9RUVFWS3BNFSNmfZlT3L35zJtxDTT6lf3Z3o7tF1uNDY8lkfOeQQp21u/yHfIy1P31oWq3lT1pfJof1Vjpn3ZkwUZC/j7zL+bVr8lyV8IESuEWC6E2O7+G9NOmTQhRI4QolAIsUkIcXmLfa8IIYqFEBvdrzRP2u3T5+SFEZ74+gke//rxXvmxmoyMDKslmIaq3lT1FRkZabUE01A1ZtqX/WhyNvHomkcJDAjsunAPserM/x5ghZRyDLDC/bktNcC1UsoUYCbwNyFEy5EP/yulTHO/PFqir7a29qRtSf2T+GLXF902YCcKCgqslmAaqnpT1dfx48etlmAaqsZM+7If3x78ljc2v0GAMC9FW5X85wCvut+/CsxtW0BKWSSl3O5+vx8oAwb2ptHGxsaTtp11ylnklORQ31Tfm6otpbKy0moJpqGqN1V9tdfHVEHVmGlf9mPV7lVMH2HO8/3NWJX846SUBwDcfwd1VlgIcToQAuxssflR9+2Ap4QQPR7WGRMew2XjLqO0urSnVWg0Go1GYxirdq8ydbAfmDjaXwjxBRDfzq7fdbOewcBi4DopZfOqIfcCB3H9IHgBuBt4uIPjFwALAAYNGsSqVata7Y+Pj+e5mc9RVFTE0JShrFlz8kp/kydPpri4mISEBEpLS9m7d2+r/UOHDiUhIYHi4mKSkpLIzs4+qY4pU6ZQVFREYmIiJSUl7Nu3r9X+YcOGERcXR0lJCYmJieTknPwI4tSpUyksLCQpKYni4mIOHjwIuAZZrVq1ihEjRhAbG0tpaSkJCQmsW7eu7b8FZ599NgUFBaSkpFBUVERZWVmrMiNHjiQqKoqKigri4uLIzW39NERQUBBTpkwhPz+ftLQ0CgsLKS8vb1VmzJgxhIaGUl1dTWxs7EnTbIaGhjJ58mTy8vLIyMigoKDgpF/pycnJBAYGUl9fT2Vl5UmX8MLDw8nKyjpRR35+PseOHWtVZty4cTQ1NeF0OgkNDWXLli2t9kdGRpKZmXmijtzc3JMGrI0fPx6Hw0FAQACBgYFs3bq11f7o6GjS09NP1LFu3bqTbi+lpqZSVVVFWFgYTU1NbNu27UTMAGJiYkhNTT1RR05ODg6Ho1Ud6enpVFRUEBkZicPhYPv27a329+/fn5SUFDZu3Eh6ejrZ2dknnYVnZmZSWlpKbGwsVVVV7Nq1q9X+QYMGkZSURGFhIampqaxevfqkwbBZWVmUlJQQFxdHRUUFu3fvPrFv8+bNOJ1OHA4HRUVFpKSk+GR/aqZtf2oZM/DN/lRXV0dUVFSr/lRdXc26det8uj+1pLk/NQ/w9sX+9Kv4XxFQFsD3gd+TmJjYaX/qMVJKr7+AbcBg9/vBwLYOykUD+cBlndQ1DfjEk3aTkpJke2wu3SwXLF3Q7j5f4Msvv7Ragmmo6k1FX2vXrpXjx4+3WoZpqBgzKbUvu7G7crdc+8PaTssAubKXediqy/5Lgevc768DPmpbQAgRAnwAvCalfLfNvsHuvwLXeIEtbY9vj7CwsHa3J0QnsGTLEhyNjnb3253k5GSrJZiGqt5U9RUeHm61BNNQNWbal714p/Ad3tryluntWJX8HwNmCCG2AzPcnxFCZAohXnSXmQ9MBa5v55G+N4QQm4HNwADg/zxp1PVb4WT6hfUjuX8y35R802NDVtJyqWLVUNWbqr466mMqoGrMtC97saJ4hemD/cCiGf6klOXAue1szwVudr9/HXi9g+PP6Um7Tqezw32XjL2EovIizh5xdk+qtpS6ujqrJZiGqt5U9dVZH/N1VI2Z9mUfquur+Xrv17xz2Tumt+VX0/t29kvw3rPu9aISY1F5SlVVvanqy1fPtjxB1ZhpX/YhJDCE5dcsN20+/5b49fS+bbnni3soKi/ykhrj8OXJLLpCVW+q+tKT/Pge2pd9+PbAt4wfNN4rbflV8u+Ko3VH+ej7k8YeajQajUZjKk3OJi5cciHlteVdFzYAnfxbcFHyRSwtWmq1DI1Go9H4GTklOSREJ3BK31O80p5O/i2YnjidkmMl1DR0fntAo9FoNBojWbptKRclX+S19vxqwF9AQOe/dcKCwth1xy6fe1xJ5WerVfWmqq+u+pgvo2rMtC97cOX4K4kNj/Vae+r21HaIiIjosszOyp385au/eEGNcWRlZVktwTRU9aaqL18cYe0pqsZM+7Ke8ppyBkYMZHi/4V5r06+Sf1ej/QH6hvblj2v/SF2j7zwjmpeXZ7UE01DVm6q+2s7lrhKqxkz7sp5XNr7C/63xaK46w/Cr5N+nT58uywyMGMiEuAmsLF7pBUXGkJGRYbUE01DVm6q+IiMjrZZgGqrGTPuyng+3fcjspNlebdOvkr8nZ/4A88fNZ9nOZSarMY62q3yphKreVPWl8pm/qjHTvqzlhyM/8N2h75gxaoZX2/WrAX9NTU0elft55s8JCvCdf5q2S2+qhKreVPXlaR/zRVSNmfZlLREhESyet5iQwBCvtutXZ/6eEhwYzNJtS/l8x+dWS9FoNBqNokgpKTtexszRM73etk7+HXC84Th/X/d3q2VoNBqNRlEKSguY9cYsJNLrbevk3wFzkufw9d6vKa0utVqKRqPRaBTk9U2vc9WEqwgQ3k/FfpX8uzPpQ0RIBBclX+QTo/7HjRtntQTTUNWbqr48eaLGV1E1ZtqXNTQ5m3hzy5tcNfEqS9r3nVFtBiBl9y6tLLpoEcGBwSapMQ6VB1mp6k1VX93tY76EqjHTvqyhSTbxtwv+xriB1vxI8asz/+4SHBjME18/wfby7VZL6RSn02m1BNNQ1ZuqvlRG1ZhpX9awo2IH88bOs6x9v0r+PZmzf9+xfby+6XUT1BhHaGio1RJMQ1VvqvrytXUxuoOqMdO+vE9tQy0/eulHlB0vs0yDXyX/2trabh9z9cSrWbxpMU5p31+RW7ZssVqCaajqTVVfnk6k5YuoGjPty/t8tO0jModkMiRqiGUa/Cr594T0wekMihjE5tLNVkvRaDQajQI8n/s8C9IXWKrBrwb89QQhBNk3ZvvUjH8ajUajsS+/PfO3XDDqAks16DN/DwgKCOLOz+9k95HdVkvRaDQajQ+TszeHcxPPtfxJMr9K/oGBgT0+1imdvJD3goFqjEPlldRU9aaqr970Mbujasy0L+9R5ajiwiUXUl5bbrUU/0r+vZmA5NbMW3np25dwNDoMVGQMmZmZVkswDVW9qerLjv/hGoWqMdO+vMcbm99geuJ0EqITrJbiX8m/NyORkwckc9bwsyg8VGigImPIy8uzWoJpqOpNVV8qL+mrasy0L+8gpeTZDc9yW+ZtVksBQKg8I1dbMjMzZW5urtUyNBolyc7O5p577iE7O9tqKRqN7ZBSkn8gn/TB6b2eD0MIkSel7NWlDX3m301uWXoLm0o3GaDGOFT+QaOqN1V9qXzmr2rMtC/v8NG2jxjTf4xtJsLyq+RvxFzPw/oO47kNzxmgxjhU/g9XVW+q+rL7fOq9QdWYaV/mc7D6IDd8dIOtJovzq+RvBLek38LbhW9TXmP9aE2NRqPR2J9/5P6DS8deSr+wflZLOYGeuaabDI4azK2Zt7K9Yjv9+/S3Wo5Go9FobExDUwPP5z3PqutWWS2lFTr594BHz30UKSWNzkY9859Go9FoOiQ4MJiNP9tIXGSc1VJa4VeX/cPDww2r674V9/HM+mcMq683jB8/3moJpqGqN1V99WYuDbujasy0L/Oob6rn3i/uteVVYr9K/kY+1njpuEt5MudJ6pvqDauzpzgc9pt4yChU9aaqL5UfHVY1ZtqXeSwuWEz+wXxbXiH2q+RvJBlDMhg7YCyLCxZbLYWAAHXDqKo3VX2pjKox077MocnZxJ+/+jP3TrnXUh0dYb+fIyZi9POVD09/mMM1hw2tsyeoPJ+6qt5U9WWXZ5jNQNWYaV/msLlsMwnRCZw9/GxLdXSEmj/5OqC2ttbQ+s5IOIOZo2ey9+heQ+vtLlu3brW0fTNR1ZuqvoyYSMuuqBoz7csc0uLTWHHtCtv+IPar5G8Gy3YuY+7bc5W+16nRaDQaz1m+czn3fnGvbRM/6OTfa2aOnkldYx3Ldi6zWopGo9FobMCjax8lZVCK1TI6RSf/XhIgArh/6v3c/+X9+uxfo9Fo/Jwvdn3Bvqp9XJ5yudVSOsWvBvyZNQBkfsp8BkcONqVuT4iOjrasbbNR1ZuqvqweZGUmqsZM+zKWg9UHeXzG4wQHBlvSJkMKYwAAIABJREFUvqfoJX0NwimdLMpfxA2TbrDlM50ajdnoJX01/k5lbSUx4TGmt6OX9O0mZo5EFgiWbFnCqxtfNa2NjsjLy/N6m95CVW+q+rLTSmpGo2rMtC9jaHQ2csaiM9iwb4NX2+0pfpX8zZx6VAjBY+c+xoOrH6S2wdhHCrsiIyPDq+15E1W9qeorMjLSagmmoWrMtC9jePnbl0mITiBzSK9OyL2GXyX/48ePm1p/VkIWpw89nc92fGZqO21Zt26dV9vzJqp6U9VXVVWV1RJMQ9WYaV+9p6ahhodWP8Sfzv2TrR/va4lf3Zx2Op2mt/HmJW8SEhhiejstMXryIjuhqjdVfXmjj1mFqjHTvnpPcEAw/5z9T04ferrX2uwtlpz5CyFihRDLhRDb3X/bHSEhhGgSQmx0v5a22J4ohFjnPv5tIYR3s20nhASGsHTbUh5d86jVUjQajUZjMpW1lfxnx3/48ZgfWy2lW1h12f8eYIWUcgywwv25PWqllGnu10Uttv8ZeMp9fCVwk7lyu8ek+Ek8mfMk+6v2Wy1Fo9FoNCby56/+zNJtS7suaDOsSv5zgOZh8a8Ccz09ULhuqJwDvNeT473BsL7DuGnSTfx+5e+tlqLRaDQak9h9ZDf/zP8nD0x7wGop3caq5B8npTwA4P47qINyYUKIXCHEN0KI5gTfHzgipWx0fy4BhnrSqJmj/dty/9n3ExEcQZOzyfS2UlNTTW/DKlT1pqqviIgIqyWYhqox0756zsL1C/n1Gb8mITrB9LaMxrQBf0KIL4D4dnb9rhvVnCKl3C+EGAmsFEJsBo61U67DmYqEEAuABQDx8fGsWrWq1f74+HgSExMpKioiJSWFNWvWnFTH5MmTKS4uJiEhgdLSUvbubb2K39ChQ0lISKC4uJikpKQTk5xc0ucSVny5gpDAEKZMmUJRURGJiYmUlJSwb9++VnUMGzaMuLg4SkpKSExMJCcn5yQdU6dOpbCwkKSkJIqLizl48CAA9fX1hISEMGLECGJjYyktLSUhIeGk0a5CCM4++2wKCgpISUmhqKiIsrKyVmVGjhxJVFQUFRUVxMXF0XZSpKCgIKZMmUJ+fj5paWkUFhZSXl7eqsyYMWMIDQ2lurqa2NhY8vPzW+0PDQ1l8uTJ5OXlkZGRQUFBAZWVla3KJCcnExgYeOLfqaCgoNX+8PBwsrKyTtSRn5/PsWOtvxrjxo2jqakJp9NJaGgoW7ZsabU/MjKSzMzME3Xk5uae9Jz6+PHjcTgcBAQEEBgYeNJKYdHR0aSnp5+oY926dScNNEpNTaWqqoqwsDCamprYtm3biZgBxMTEkJqaeqKOnJwcHA5HqzrS09OpqKggMjISh8PB9u3bW+3v378/KSkpbNy4kfT0dLKzs2lsbGxVJjMzk9LSUmJjY6mqqmLXrl2t9g8aNIikpCQKCwtJTU1l9erVJ01ZnZWVRUlJCXFxcVRUVLB79+4T+zZv3kxtbS0Oh8OU/tQSM/tTM23704YNG07EDHyzP9XV1REVFdWqP9XX19O3b1+f7k8tae5PmzdvZurUqab2p5+N/Bl9+/Vlz549hvcn8Cw/9RRLZvgTQmwDpkkpDwghBgOrpJTJXRzzCvAJ8D5wCIiXUjYKISYDD0opL+iq3bS0NLlx48beG+gG5y8+n3mnzuPW0241rY2ysjIGDero4olvo6o3FX1lZ2fzm9/8RtlHx1SMGWhfPcHR6ODHb/yYty59i0ER3v+38+UZ/pYC17nfXwd81LaAECJGCBHqfj8A+BGwVbp+rXwJXNrZ8e1hxQ+dJ85/ggdWPcDhmsOmtdHUZP6tBatQ1ZuqvlSeLlzVmGlf3eeJr58gOjTaksRvFFYl/8eAGUKI7cAM92eEEJlCiBfdZcYCuUKIAlzJ/jEpZfM1oruBO4UQO3CNAVjkSaN1dXUGWvCMiXETuXL8lTy06iHT2mh72UslVPWmqi9VnxkHdWOmfXWPH478wFPfPMXfZv7NlPq9hSWT/Egpy4Fz29meC9zsfv81MKGD43cBPjObwsPTH8bR5Oi6oEaj0WhsTW1jLU+e/yQj+o2wWkqv8Kvpfa2ib1hfQgND+fV/fu2V0f8ajUajMZ6th7YyNGoo16Vd13Vhm6OTv5eIDo1mw/4NLPrWozsUGo1Go7ERjkYHc9+ay9o9a62WYgh+lfyDgqxbykAIwcJZC/n9yt9zsPpg1wd0g5gY89ePtgpVvanqy8o+Zjaqxkz78oy/fPUXkgckM2vMLEPrtQp1e2o7hIeHW9p+anwqvzrjV2w9tJX4yPamQOhhvYpO0gHqelPVl57kx/fQvrrm0PFDPJv7LOtvXm9YnVbjV2f+NTU1VkvgvrPuY/qI6ew+stuwOvPy8gyry26o6k1VX20ndVEJVWOmfXXNwIiBfP+L7xnWd5hhdVqNXyV/b07v2xnbyreR9WIWpdWlhtSXkZFhSD12RFVvqvqKjIy0WoJpqBoz7atz/rj2jyzKX0TfsL6G1GcX/Cr5Hz9+3GoJAJw64FRumnQTt/77VkMmRWlv6lJVUNWbqr6qqqqslmAaqsZM++qYTaWbeOqbp7hgdJcTyPocfpX8nU6n1RJO8MDZD7CtfBvLdy3vdV1t561WCVW9qerLTn3MaFSNmfbVPg1NDVz/4fX8+bw/++TCPV3hVwP+7ERoUCgrr13JwIiBVkvRaDQaTRuaZBMLMhZwQ9oNVksxBb8687cbcZFxbC7dzC1Lb1F6TnSNRqPxJQrLCtlStoWfZ/4cIYTVckxBJ3+LOXXAqXxd8jVvbXnLaikajUbj9zQ0NXDNB9ewqXST1VJMxa+Sv11G+7ckNCiUV+a8wq8+/xV7ju7pUR3p6ekGq7IPqnpT1ZfKo/1VjZn21ZqHVj9EfGS8spf7m/Gr5G/XpStPG3oaT57/ZI/n/a+oqDBYkX1Q1ZuqvhobG62WYBqqxkz7+i/H64+zsnglL895WdnL/c34VfIPCLCv3asnXk1MeEyPLv+rfLalqjdVfdm5j/UWVWOmfbmorK0kODCYr278irjIOJNU2Qd1e2o72H1QXX1TPb9d9luW7VzWreNUfVQH1PWmqi+797HeoGrMtC9wSifz35vPi/kvKn/G34xfJf+6ujqrJXTKoIhBLJ63mOs/vL5bi/9s377dRFXWoqo3VX3V1tZaLcE0VI2Z9gWPZT+Go9HBgowFJiqyF36V/H2B6YnTue2028jek221FI1Go1GeXZW7eHrd0yy5ZAlBAf4z9Y3/OPUhfj/19wDsrNjJqNhRFqvRaDQaNZFSMjJmJJtu3cSgiEFWy/Eq+szfplQ5qpjy8hTW/rDWaikajUajHFJKLn/vctb+sNbvEj/4WfIPCvKdCx1RoVEsumgRV/3rKg4dP9Rp2f79+3tJlfdR1ZuqvoKDg62WYBqqxsxfff193d/54egPZCVkeUmRvfCr5B8eHm61hG4xa8wsrp54NY+seaTTcikpKV5S5H1U9aaqLztOpGUUqsbMH32t3r2ax7If461L3iIkMMSLquyDXyX/mpoaqyV0m0emP8JfZvyF4/UdL0e8ceNGLyryLqp6U9VXdXW11RJMQ9WY+aOvCXET+PjKj0mMSfSiInvhV8nfF89KAgMCCQsK44r3r+C5Dc+1W0bV6TlBXW+q+lJ1whhQN2b+5OuY4xjXfHANIYEhnDb0NAtU2Qe/Sv6+fFby1AVP8eDqB1m9e/VJ+7Kz1X0sUFVvqvo6duyY1RJMQ9WY+Ysvp3Ry9b+uJiI4gojgCItU2Qe/Sv6+PPvY6NjRvHHxG1z74bXUNbaerEjl+dRV9aaqL1/uY12hasz8xdcfvvwDR+qO8PSPn/abWfw6w6+Sv69z3sjzWH/zesKCwnq8CJBGo9H4I6cNOY335r/ntwP82qKTv48RFxnH+1vf57J3L8MpnVbL0Wg0GluTtz+P53OfZ86pc/zyef6O0MnfB/lJ0k8oPV7Kg6setFqKRqPR2JaD1QeZ9/Y8BvYZaLUU2+E7s94YQESEGoM8QoNC+df8f5H1YhZnJJzB1MypVksyjczMTKslmIKqvlQe7a9qzFT1NXbiWC5cciE3p9/MJeMusVqO7fCrM/+GhgarJRhGXGQcq69fzbmJ53LwoOcrAPoapaWlVkswBVV9qdTH2qJqzFT1VX6onOtSr+P+qfdbLcWW+FXy96XpfT1heL/hBAYEcueaO8nZm2O1HFOIjY21WoIpqOpLtT7WElVjppovp3Ry34r7CI4M5vas2/XI/g7wq+Tf1KTeCPmggCB+NvFnzHt7Ht8d+s5qOYZTVVVltQRTUNWXin2sGVVjppIvKSV3fn4na/esRdTrpN8ZfpX8HQ6H1RJMIaI6gsdnPM7F71xMo1OtZ3Z37dpltQRTUNVXXV1d14V8FFVjppKvv3z1F1YUr2DpFUsp+aHEajm2Rt1rdH7GNanXMGPUDAJFILUNtYQH+9YiRhqNRtNbUuNTuXri1cSEx1gtxfb41Zm/6sRHxrN021JmLJ5BTYPvLWKk0Wg0PeGTok/4f+v+HzNHz2Ro9FCr5fgEOvkrxuzk2YzoN4Ir3rtCuVsAGo1G05acvTnc8NENnD70dKul+BR+lfyDg4OtlmAKgwb9d9aqABHAS3NeotHZyML1Cy1UZQwtvamEqr5U7WOgbsx82VdhWSFz3prDa3NfIyshq9U+X/blDfzqnn9oaKjVEkwhKSmp1eeQwBDen/8+QQFB7Du2j/jIeAIDAi1S1zvaelMFVX2Fh6s71kTVmPmqLykliTGJvDf/PaYOP3miM1/15S386sxf1ZHIhYWFJ20LDw4nODCYu764i5s/vtln1wFoz5sKqOqrpkbdsSaqxswXfW0q3cRZL59FUEBQu4kffNOXN/Gr5K/qWUlqamqH+174yQvsqtzFgo8X+OQPgM68+TKq+lJlCu32UDVmvuZrS9kWLnj9Au7IuqPTFfp8zZe38avkr9JkFi1ZvXp1h/siQiL490//zb6qfRSVF3lRlTF05s2XUdXX0aNHrZZgGqrGzJd81TXWMfvN2fz1/L8yP2V+p2V9yZcV+NU9f1WRUna6PzIkks+u+gwpJW9veZtLx13qM2MAuvLmq6jqS2VUjZmv+CqtLiUuMo5vbvqGuMi4Lsv7ii+r8Kszf3+nvqmeF/Jf4LoPr9OPAWo0Gp8hb38eE5+fyLbD2zxK/Jqu0cnfjwgNCuXjKz+m7HgZV//rauqb6q2WpNFoNJ2yrmQds5bM4h8/+QfJA5KtlqMMOvn7GX2C+7D0yqVMip9EgNDh12g09uaZDc/w0kUvMffUuVZLUQq/+t9f1ZHIWVlZXRdqQVhQGHdPuZvymnJmvzmbQ8cPmaSs93TXm6+gqq+oqCirJZiGqjGzq6+3trzFnqN7WDxvMRcmXdjt4+3qyy5YkvyFELFCiOVCiO3uvyetwiCEmC6E2NjiVSeEmOve94oQorjFvjRP2m1oaDDaii0oKenZ6lWDIgaRFpfGj176EcWVxQarMoaeerM7qvpSdeVMUDdmdvMlpeTxrx7n7i/u7tUaJXbzZTesOvO/B1ghpRwDrHB/boWU8kspZZqUMg04B6gBlrUo8r/N+6WUGz1pNChIzYcb4uJ6NgBGCMEj5zzCHVl3cOGSC205CLCn3uyOqr5CQjp+7trXUTVmdvP1+5W/59WCV/nqxq84dcCpPa7Hbr7shlXJfw7wqvv9q0BXN3MuBT6TUvZq+rCmpqbeHG5bKioqenX8L0//JWtvWEugCOS7Q98ZpMoYeuvNrqjqq7HRfj8gjULVmNnFV6OzESklM0fPZM0Na0iITuhVfXbxZVesOhWOk1IeAJBSHhBCdLUCwxXAX9tse1QI8QfcVw6klO1ebxRCLAAWgGuhh1WrVrXaHx8fT2JiIkVFRaSkpLBmzZqT6pg8eTLFxcUkJCRQWlrK3r17W+0fOnQoCQkJFBcXk5SURHZ29kl1TJkyhaKiIhITEykpKWHfvn2t9g8bNoy4uDhKSkpITEwkJyfnpDqmTp1KYWEhSUlJFBcXc/DgQQCqq6vZvXs3I0aMIDY2ltLSUhISEli3bl3bfwvOPvtsCgoKSElJoaioiLKyshP7HU0Ont3xLNeedi1pfdOIi4sjNze3VR1BQUFMmTKF/Px80tLSKCwspLy8vFWZMWPGEBoaSnV1NbGxseTn57faHxoayuTJk8nLyyMjI4OCggIqKytblUlOTiYwMJCioiL69u1LQUFBq/3h4eFkZWWdqCM/P59jx461KjNu3DiamppwOp2EhoayZcuWVvsjIyPJzMw8UUdubi7V1dWtyowfPx6Hw0FAQACBgYFs3bq11f7o6GjS09NP1LFu3Tpqa2tblUlNTaWqqoqwsDCamprYtm3biZgBxMTEkJqaeqKOnJycky6fp6enU1FRQWRkJA6Hg+3bt7fa379/f1JSUti4cSPp6elkZ2eflIgzMzMpLS0lNjaWqqoqdu3a1Wr/oEGDSEpKorCwkNTUVFavXn3Ss9JZWVmUlJQQFxdHRUXFCQ8AmzdvpqamBofD4dP9qZm2/WnLli2t/HbVnwBGjhxJVFQUFRUVtuhPdXV1REVFtepP1dXVlJaWWtqfnNLJzsqd9O/Xn4vPuZi8vDxiM2I97k8tae5PW7duZcSIET7bn8Cz/NRjpJSmvIAvgC3tvOYAR9qUreyknsHAISC4zTYBhOK6cvAHTzQlJSVJFfnyyy8Nqyt/f74c/MRguXD9QsPq7A1GerMTKvpau3atHD9+vNUyTEPFmElpva/S6lJ52gunyZs+ukk2NDUYVq/VvswEyJW9zNGmnflLKc/raJ8QolQIMVi6zvoHA2UdlQXmAx9IKU+M1pPuqwaAQwjxMvBbQ0RrmDR4EmtvWMvzuc8jpUQIYbUkjUajMA+teoiZo2fy0LSH9P83XsSqe/5Lgevc768DPuqk7JXAmy03uH8wIFzflLm4rihoDGJU7CgeP/9x9hzdwyXvXEJ5TXnXB2k0Gk03+Nd3/2JHxQ6e/vHTPDz9YZ34vYxVyf8xYIYQYjsww/0ZIUSmEOLF5kJCiBHAMKDtCg1vCCE2A5uBAcD/edJocHBwr4Xbkfj4eFPqTYhOYFTMKLJezKKwzJrlMc3yZjWq+lJ5tL+qMfO2L6d08uCqB/n157/meP1x09YZUTVeRmHJgD8pZTlwbjvbc4GbW3zeDQxtp9w5PWk3NDS0J4fZnsTERFPqDQwI5C8z/sKEQRO45J1L2HTrpk6X0DQDs7xZjaq+VO1joG7MvO3rlqW38H3596y/eb2p8/SrGi+j8KsZ/urq6qyWYApFReYu1XtN6jV8+7NvCQoI4t3Cd726WpbZ3qxCVV+q9jFQN2be8nWw+iBSSu7IuoOV1640fYEeVeNlFH6V/MPDw62WYAopKSmmtxEeHM7RuqM8/vXjXPn+lb2aeas7eMObFajqq0+fPlZLMA1VY+YNX6t3r2bSPyaxft96UuNTCQ0y/wqRqvEyCr9K/lVVVVZLMAVDn/3shJjwGFZfv5qggCDOevksjjmOdX1QL/GWN2+jqq+jR49aLcE0VI2Zmb6klDyz/hnmvzefxfMWk5Xgvfn2VY2XUag5363GNMKDw1k8bzGfFH1CVEgU+6v2MyRqiNWyNBqNzWi+PVhaXcpXN37F6NjRFivStMSvzvw1xiCEYHbybCSSC5dcyC/+/QvqGtW916vRaLrHupJ1pP0jjfLach455xGd+G2ITv6aHhMgAlh13SoO1RzijBfPYEfFDqslaTQaC3FKJ098/QSz35zNA2c/wIA+A6yWpOkAfdlf0yv6hvXl7Uvf5sX8FwkNDMXR6PDKYB6NRmM/Dh0/xKrdq1h/y3pG9BthtRxNJwhvPrZlNRkZGTIvL89qGYbjcDhs83z1L/79C443HOeZWc8QGRLZ6/rs5M1IVPSVnZ3NXXfdxddff221FFNQMWZgjK/Vu1ezeNNi/jn7n7aZqU/VeAEIIfKklJm9qcOvLvu3XdlJFYqLi62WcII/z/gzAJkvZLKpdFOv67OTNyNR1ZeqfQzUjVlvfDU5m3h49cNc8f4VXDruUtskflA3XkbhV5f9VZ16NCGhd+teG0lkSCSvzH2F1wpeY8O+DUyMm0iTs6nHU3jayZuRqOpL1T4G6sasN74++P4DVv+wmrwFebZ76kfVeBmFX535NzQ0dF3IByktLbVawklcm3otN6XfxJfFX3LGojN6vDaAHb0Zgaq+VO1joG7MuuurydnE4189zjuF73DJ2EtYfs1y2yV+UDdeRuFXyb++vt5qCaawd+9eqyV0yLQR07gl/RamvTqNP639E43Oxm4db2dvvUFVXypf9lc1Zt3x9f3h7/nRSz/i0x2fctqQ0xBCECDsmUZUjZdR2DNqGmUQQrAgYwG5t+RyuOYwAoGjUd0EodGozO9W/o5rU69lxbUrSIzRC+f4Mjr5a7zC8H7DefKCJxFCkPViVo+uAmg0Gu/z/eHvmfPWHCprK3nvsve47bTbbHu2r/EcHUGNVwkQAXx0xUes3L2SyYsm8/3h762WpNFo2qHR2cjjXz3OlJemcP7I8+kb1tdWo/k1vUOP9leAoUOHWi2hWwzvN5xlVy/jn/n/xNHooMpRhUQSHRp9Ullf8+YpqvpStY+BujFrz1eTs4niymK+3P0l629Zz8iYkRYo6x2qxsso/OrMPzg42GoJpuCLj7Q0jwVIjU/lk6JPGLtwLK9vep22k075ojdPUNWXqpOqgLoxa+nrQNUBrv7X1dzzxT2M6T+GT6/61CcTP6gbL6Pwq+Sv6mh/X5/M4soJV/LeZe/x15y/ct7i82hyNp3Y5+veOkJVX3V16i7wpGrMmn09s/4ZJjw3gWHRw3hg2gMWq+o9qsbLKPzqsr+qZyVJSUlWS+g1k4dNZsMtG1i3bx2BAYG8v/V9zht5nhLe2kNVX+Hh4VZLMA1VYyb6u+7j9w3ty1c3fkXygGSLFRmDqvEyCr8686+urrZagilkZ2dbLcEQAgMCOXPYmUgpWb5rOWMXjmXp8qUn3QpQAVVi1pZjx45ZLcE0VIvZ/qr9/PT9n/LF6i845jjGNanXKJP4Qb14GY1fJX+NbyCE4PmfPM8Hl39A6fFSnst9zmpJGo1SfL33ayY+N5HEfomkDExpd7CtRm108tfYlqyELMYOGMuNk24kd38uP1nyE0MWC9Jo/JH6pnoWrl/I2h/Wkhafxrqb1/HouY/qZ/b9FB11je0JCwpjwqAJzBg5g/MXn881H1zD4ZrDVsvSaHwCp3SyZPMSxi4cyyfbPyE2PJY+wX0YFTvKamkaC9HJX+MThAaF8j9n/A/bb9/O+IHjiQiOYOuhrZQdL7NamkZjS6SUHK45TJOziY+LPmbRRYv47KrPSBmUYrU0jQ0QKg6m6oiMjAyZl5dntQzDaWxsJChIzQc3OvP29LqneWj1Q9x++u38ZvJviAqN8rK6nqNizLKzs7n77rv56quvrJZiCr4Us29KvuGeL+4hJjyGDy7/oNOyvuSrO6jqC0AIkSelzOxNHX515q/qimNFRUVWSzCNzrzdkXUHubfksrNyJ7PfnA3gM08GqBqz2tpaqyWYhq/E7N4v7uWydy/j2tRrefeyd7ss7yu+uouqvozCr5K/qlOPJiaqu7pWV94SYxJZPG8xn171KVJKprw8hXu+uIeD1Qe9pLBnqBqzsLAwqyWYhl1jJqXkPzv+w6XvXIqj0cEtGbew/fbt3DjpRoICuj7ztauv3qKqL6Pwq+Tf0NBgtQRTKCkpsVqCaXjqrU9wH4QQvHHxG1Q5qhi7cCx//+bvJqvrOarGTNWra2DPmK39YS0ZL2Twv8v/l3mnziMwIJCRMSMJC/L8R5gdfRmBqr6Mwq+Sv6rT++7bt89qCabRXW8j+o1g4YUL+f4X3zNj1AxqG2q59ZNb2VK2xSSFPUPVmKnax8A+MXM0OliUv4gjdUeIDInkoWkPUfDzAq6aeJVHZ/ptsYsvo1HVl1H4VfLX+A9xkXGMGzgOiWR4v+HMWDyDi968iMKyQqulaTQ94pjjGH/N+Sujnh7Fu1vfpbK2kkmDJzE7ebZ+Vl/TbfQ3RqM0fYL7cM+Ue9h1xy5mjp5JXWMdh2sO80LeC1TXqznds0YtCg4WsL9qPweqDrB+33qWXrmU/1z9HxJj9D1tTc/RyV/jF4QHh3PbabeRMSSDY45jfLbjM4b/bTh3fHYHJcf0vUGNvXA0OliyeQlTXprChUsu5LtD35E8IJm3Ln2L9MHpVsvTKICaD0F2gKqj/YcNG2a1BNMww9vImJF8cPkH7D26lxfyXqCusY7iymJy9+cy99S5BAcGG95mW1SNmaorZ4J3Yrb7yG6klPQJ7sNrBa/xm8m/YXby7B7dy/cUVb+LqvoyCr868w8ONv8/dSuIi4uzWoJpmOltWN9hPHLOI4yOHU1lXSXPbHiG4X8bzgNfPkBlbaVp7YK6MVO1j4F5MWtyNvHZ9s+Y/eZsMl7I4JuSb4iLjOM/V/+HeWPnmZr4Qd3voqq+jMKvkr+qI5FVfqTFW97SB6ez+vrVLLtmmWtKVNlE/oF8Xsx/kSN1RwxvT9WYqdrHwNiYSSnJ3Z/Ltwe+pcHZwONfP87c5Lns+dUerpxwpWHteIKq30VVfRmFXyV/VS9JqjyZhbe9jR80noUXLmRAnwFIKU+MDbjknUvYX7XfsHZUjZmqfQyMiVldYx3/t+b/GLtwLJe/dznbyrcRFhTGyutWclP6TUSERBigtHuo+l1U1ZdR+FXyr65Wc3R3Tk6O1RJMw0pvGUMyeH/+++z+n93MGj2L2PBYPt72MQs+XsCaH9bglM4e161qzKqqqqyWYBo9jVl5TTnPbXiOD7//kJDAEI7XH+eVua+w4/YdXDH+CoNVdh9Vv4uq+jIKv0r+Gk1PiAmP4ab0mwgLCiNjSAajYkbCBc7yAAAP4klEQVTxi09/QeLfEyk5VkJdYx2NzkarZWpshJSSusY6LnrzIkY9PYo1e9YwsM9AAkQAfzrvT5yRcAZCCKtlavwYvxrtr9H0liFRQ7h7yt3cPeVuNpVuYkjUEN7e8ja3f3Y7s8bMYnbSbGaNmWXJ5VuNdUgp2XpoK0u3LWVp0VJmjZ7F/Wffz42TbuSNi9/wqRUnNf6BTv4aTQ+ZGDcRgCsnXMmUU6bwcdHHvLTxJVLjUxEIlu1cxuzk2ZzS9xSLlWrMoKGpgbV71jI4cjBxkXHMfnM2F465kIenPczZI84GYO6pcy1WqdG0j07+Go0BDOs7jNtOu43bTrsNgK2HtrJ+/3oeWPUAw/oO4+U5LzN+0Hjqm+rpE9zHYrWanuKUTkqrS7lz2Z18vuNzRseO5pHpjzB24Fh23rFTX8rX+Ax+lfyjotS89DZ16lSrJZiGr3obN3Acr859lUZnIzl7c0iITmBL2RamvDSFSYMnMe2UacQdimPswLFWSzWUvn37Wi3BUA7XHObjbR+z6odVrC5ezZODnuTHY37MOSPO4cnzn2RI1JATZX018ftqH+sKVX0ZhV8N+KutrbVagikUFqq7WI2vewsKCOKs4WcxoM8A0uLTKP1tKX+Y+gcSHAmUHi+lur6aaa9M4w9f/oGVxSupbfDt72hNTY3VEnrF7iO7eWXjK1z/4fXsObqH3Ud2s2zXMs5MOJPFUxZz8diL6RPch1sybmmV+H0ZX+9jHaGqL6PwqzP/sDDP17j2JZKSkqyWYBqqeYsIiWDGqBk4EhyEhoZS31TPfWfdx6rdq/j9yt8zfcR0Hj33Ue5feT8J0QlkDMlgwqAJhAb5xvPzvtTHDlQdIO9AHgUHC7jvrPv4R94/eHDVg0wbMY1pI6YRGRLJKX1P4c1L3gTA4XD47Nl9Z6jWx5pR1ZdR+FXydzgcVkswheLiYk499VSrZZiCqt6afYUEhnD+qPM5f9T5gGvUOLieKvhm3zcs3LCQodFD+eyqz3j525epb6q39Q8Cu/ax5kRfUVvBtanXctu/b+PtwrfJGJxB5pBMHE0Obpp0Ez/L+FmHCV7176JqqOrLKCxJ/kKIy4AHgbHA6VLK3A7KzQT+DgQCL0opH3NvTwTeAmKBfOAaKWWX84o2NDQYot9uHDx4UNkvuareOvLVnHhuPe1WbuVWgBOTCfUJ7sPaPWt5NvdZyo6Xsf/O/XxS9AnZe7JJHpBMUv8kMgZnEB4c7j0jbbByet8mZxPbK7ZTVF5EUXkRI/qN4NJxlzL15alsPbSVjCEZTB8xHYDHZzzOwlkLu3Um72/fRV9HVV9GYdWZ/xbgYuAfHRUQQgQCC4EZQAmwQQixVEq5Ffgz8JSU8i0hxPPATcBz5svWaLxPgHANzbl8/OVcPv5yAOqb6hFCMCRqCNGh0azavYoX8l7g9Ytfp6K2gts/u52k/kkk909mTvIcJsRNYFflLuIi4kybgyAgIICAAPOGETmlk8M1h+kf3p+D1Qf5uOjjE4n+l6f/kh8N+xE/WfIT1w+h2CRSBqYA8OEVHxITFtMq0et5GDT+jiXJX0r5HXQ5OvZ0YIeUcpe77FvAHCHEd8A5wE/d5V7FdRVBJ3+N3xAS6FqeOmNIBhlDMlrtO15/nKcueIqi8iK2Hd5GRW0FTc4mZiyewb5j+wgNCuXK8Vfy/E+e56mcp9hftZ8hUUMYEjWE+SnzOVRziMM1h4kKiSIyJJLo0GgCAwK71HT66adz1113eaS/eQa8qvoqqhxVRIREEB8Zz4pdKyg+UsyBqgMEBQRx71n38qe1f+LZ3GcprS4lOjSaTbdu4mD1QfL255E8IJlpI6aRPjidqNAodtyx46S2YsNjPdKk0fgTdr7nPxTY2+JzCZAF9AeOSCkbW2wf6mVtGo1tiQiJ4MxhZ3LmsDNbbd95x06klBypO0JdYx0Apw44lfqmen44+gObyjZx+fjL+XzH5/wx+49UOaqoqq9i6RVLGRo9lDMXnUlUqOsHwY1pN/I/Z/wP1314HQeqDhAYEMiw6GFMi57GrDdm4ZROggKC+OSnn/Bu4bs8/vXjJxL9m5e8SXxkPBOfn3jiB8bPM3/OXT+6i3e3vktDUwODowYzvN9wAK5NvZafTvgp8ZHxJ8Y5DIkawj8v+qd3/2E1GoUQzQOMDK9YiC+A+HZ2/U5K+ZG7zCrgt+3d83ePC7hASnmz+/M1uK4GPAzkSClHu7cPAz6VUk7oQMcCYIH743hctxxUYwBw2GoRJqGqN+3L91DVm/bleyRLKXs1cY1pZ/5SyvN6WUUJMKzF5wRgP65g9hNCBLnP/pu3d6TjBeAFACFErpQys5e6bIeqvkBdb9qX76GqN+3L9xBCtDtIvjvYeZKfDcAYIUSiECIEuAJYKl2XKr4ELnWXuw74yCKNGo1Go9H4HJYkfyHEPCFECTAZ+LcQ4nP39iFCiE8B3Gf1vwQ+B74D3pFSNk/ZdDdwpxBiB64xAIu87UGj0Wg0Gl/FqtH+HwAftLN9PzCrxedPgU/bKbcL1/3/7vJCD47xBVT1Bep60758D1W9aV++R6+9mTbgT6PRaDQajT2x8z1/jUaj0Wg0JqBc8hdCXCaEKBRCOIUQHY70FELMFEJsE0LsEELc02J7ohBinRBiuxDibfdgQ8sRQsQKIZa7dS0XQsS0U2a6EGJji1edEGKue98rQojiFvvSvO/iZDzx5S7X1EL70hbbbRkv8DhmaUKIHPd3dpMQ4vIW+2wVs476TIv9oe4Y7HDHZESLffe6t28TQlzgTd1d4YGvO4UQW93xWSGEGN5iX7vfS7vggbfrhRCHWni4ucW+69zf3e1CiOu8q7xzPPD1VAtPRUKIIy322TZmQoiXhBBlQoh2H0kXLp52+94khEhvsa978ZJSKvXCtV5AMrAKyOygTCCwExgJhAAFwDj3vneAK9zvnwdutdqTW8tfgHvc7+8B/txF+VigAujj/vwKcKnVPnrqC6juYLst4+WpNyAJGON+PwQ4APSzW8w66zMtytwGPO9+fwXwtvv9OHf5UCDRXU+g1Z664Wt6i350a7Ovzr6Xdnh56O164Jl2jo0Fdrn/xrjfx1jtyVNfbcrfDrzkIzGbCqQDWzrYPwv4DBDAGcC6nsZLuTN/KeV3UsptXRQ7MXWwdC0I1Dx1sMA1dfB77nKvAnPNU9st5uDSA57puhT4TEpp9wXWu+vrBDaPF3jgTUpZJKXc7n6/HygDBnpNoee022falGnp9z3gXHeM5gBvSSkdUspiYAc9G7BrBl36klJ+2aIffYNrbhFfwJOYdcQFwHIpZYWUshJYDsw0SWd36a6vK4E3vaKsl0gp1+A6aeuIOcBr0sU3uOa8GUwP4qVc8veQ9qYOHoq9pw6Ok1IeAHD/HdRF+Ss4+Qv/qPtS0VNCCLusB+uprzAhRK4Q4pvmWxnYO17QzZgJIU7HdSazs8Vmu8Ssoz7Tbhl3TI7iipEnx1pFd7XdhOvMq5n2vpd2wVNvl7i/Y+8J14yp3TnWCjzW5r5FkwisbLHZzjHrio68dztedp7bv0OEB1MHd1VFO9tkJ9u9Qme+ulnPYGACrjkSmrkXOIgrubyAa66Eh3umtHsY5OsUKeV+IcRIYKUQYjNwrJ1yXn18xeCYLQauk9K9hq+FMWsHT/qGLftVF3isTQhxNZAJnN1i80nfSynlzvaOtwBPvH0MvCmldAghfo7rys05Hh5rFd3RdgXwnpSyqcU2O8esKwzrYz6Z/KVNpg42ms58CSFKhRCDpZQH3ImirJOq5gMfSCkbWtR9wP3WIYR4GfitIaI9wAhf7kviSCl3CdeaEJOA97EwXm49vfYmhIgG/g383n0pr7luy2LWDh31mfbKlAghgoC+uC5henKsVXikTQhxHq4fdGdLKR3N2zv4XtolkXTpTUpZ3uLjP3Etl9587LQ2x64yXGHP6M736QrgFy032DxmXdGR927Hy18v+/vi1MFLcemBrnWddI/LnXya75PPxT4LHHXpSwgR03zJWwgxAPgRsNXm8QLPvIXgmvDqNSnlu2322Slm7faZNmVa+r0UWOmO0VLgCuF6GiARGAOs95LurujSlxBiEvAP4CIpZVmL7e1+L72mvGs88Ta4xceLcM2mCq6rhue7PcYA59P6SqKVePJdRAiRjGvwW06LbXaPWVcsBa51j/o/AzjqPknofrysHt1o9AuYh+tXkAMoBT53bx+Ca/W/lqMmi3D94vtdi+0jcf3HtAN4Fwi12pNbV39gBbDd/TfWvT0TeLFFuRHAPiCgzfErgc24EsjrQKTVnjz1BZzp1l7g/nuT3ePVDW9XAw3AxhavNDvGrL0+g+s2xEXu92HuGOxwx2Rki2N/5z5uG/Bjq2PTTV9fuP8vaY7P0q6+l3Z5eeDtT0Ch28OXwKktjr3RHcsdwA1We+mOL/fnB4HH2hxn65jhOmk74P4/oQTXGJOfAz937xfAQrfvzbR4oq278dIz/Gk0Go1G42f462V/jUaj0Wj8Fp38NRqNRqPxM3Ty12g0Go3Gz9DJX6PRaDQaP0Mnf41Go9Fo/Ayd/DUaP6XF6mZbhBAfCyH69aKu3e7npg1FCDFNCHGm0fVqNP6OTv4ajf9SK6VMk1KOxzUT3y+6OsCbuGcJnIbr2WyNRmMgOvlrNBpwzYJ2YiEQIcT/CiE2uBd8eajF9g+FEHlCiEIhxIKuKhVCVAshnhRC5AshVgghBrq33+Kuv0AI8b4Qoo97+ytCiL8KIb4E3sY1wcmv3VcozjLatEbjr+jkr9H4OUKIQOBc3FOkCiHOxzUF7+lAGpAhhJjqLn6jlDID1yyFdwgh+ndRfQSQL6VMB1YDD7i3/0tKeZqUMhXXlLI3tTgmCThPSnkJ8DzwlPsKxdreetVoNC508tdo/JdwIcRGoByIxbUGOLjmBT8f+BbIB07F9WMAXAm/ANe69sNabO8IJ64zeHBNUTzF/X68EGKte3XGq4CUFse8K1uvwqbRaAxGJ3+Nxn+plVKmAcNxLRvcfM9fAH9yn22nSSlHSykXCSGmAecBk91n7N/ims+/OzTPJ/4K8Esp5QTgoTb1HO+RG41G4zE6+Ws0fo6U8ihwB/BbIUQwrtXAbhRCRAIIIYYKIQbhWqK3UkpZI4Q4FTjDg+oD+O+qiz8Fst3vo4AD7vau6uT4KndZjUZjIEFWC9BoNNYjpfzWfTn/CinlYiHEWCDHtZow1bhWH/wP8HMhxCZcq/N940HVx4EUIUQecBS43L39fmAd8AOu1ck6SvAfA+8JIeYAt+v7/hqNMehV/TQajWkIIaqllJFW69BoNK3Rl/01Go1Go/Ez9Jm/RqPRaDR+hj7z12g0Go3Gz9DJX6PRaDQaP0Mnf41Go9Fo/Ayd/DUajUaj8TN08tdoNBqNxs/QyV+j0Wg0Gj/j/wNlRPJv3SImTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for eig in dmd.eigs:\n",
    "    print('Eigenvalue {}: distance from unit circle {}'.format(eig, np.abs(eig.imag**2+eig.real**2 - 1)))\n",
    "\n",
    "dmd.plot_eigs(show_axes=True, show_unit_circle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the modes and the dynamics:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for mode in dmd.modes.T:\n",
    "    plt.plot(x, mode.real)\n",
    "    plt.title('Modes')\n",
    "plt.show()\n",
    "\n",
    "for dynamic in dmd.dynamics:\n",
    "    plt.plot(t, dynamic.real)\n",
    "    plt.title('Dynamics')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can reconstruct the original dataset as the product of modes and dynamics. We plot the evolution of each mode to emphasize their similarity with the input functions and we plot the reconstructed data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1224x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(17,6))\n",
    "\n",
    "for n, mode, dynamic in zip(range(131, 133), dmd.modes.T, dmd.dynamics):\n",
    "    plt.subplot(n)\n",
    "    plt.pcolor(xgrid, tgrid, (mode.reshape(-1, 1).dot(dynamic.reshape(1, -1))).real.T)\n",
    "    \n",
    "plt.subplot(133)\n",
    "plt.pcolor(xgrid, tgrid, dmd.reconstructed_data.T.real)\n",
    "plt.colorbar()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also plot the absolute error between the approximated data and the original one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolor(xgrid, tgrid, (X-dmd.reconstructed_data.T).real)\n",
    "fig = plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The reconstructed system looks almost equal to the original one: the dynamic mode decomposition made possible the identification of the meaningful structures and the complete reconstruction of the system using only the collected snapshots."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pydmd]",
   "language": "python",
   "name": "conda-env-pydmd-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
